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claude-projects/pool/private/projects/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b.jsonl
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marcus.hinz 46db3a08bf claude sync: 2026-07-07 23:50
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{"parentUuid":"9846ccd2-63a1-4c7e-bda3-10781119863a","isSidechain":false,"attachment":{"type":"skill_listing","content":"- git-sync: Commit + Push aller persistent konfigurierten Projekt-Repos\n- deep-research: Deep research harness — fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. - When the user wants a deep, multi-source, fact-checked research report on any topic. BEFORE invoking, check if the question is specific enough to research directly — if underspecified (e.g., \"what car to buy\" without budget/use-case/region), ask 2-3 clarifying questions to narrow scope. Then pass the refined question as args, weaving the answers in.\n- dataviz: Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium — an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, …), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. Produces visualizations that read as one system — elegant, accessible, consistent in light and dark — using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` — swap that file's values for your brand's. Triggers on: \"chart\", \"graph\", \"plot\", \"data viz\", \"visualization\", \"dashboard\", \"analytics\", \"visualize data\", \"categorical colors\", \"sequential / diverging palette\", \"stat tile\", \"sparkline\", \"heatmap\", \"legend\", \"axis\", \"tooltip\", \"chart colors\", \"color by series\".\n- artifact-design: Design guidance and fundamentals for Artifacts.\n- update-config: Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\"from now on when X\", \"each time X\", \"whenever X\", \"before/after X\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\"allow X\", \"add permission\", \"move permission to\"), env vars (\"set X=Y\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \"allow npm commands\", \"add bq permission to global settings\", \"move permission to user settings\", \"set DEBUG=true\", \"when claude stops show X\". For simple settings like theme/model, suggest the /config command.\n- keybindings-help: Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: \"rebind ctrl+s\", \"add a chord shortcut\", \"change the submit key\", \"customize keybindings\".\n- verify: Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior — drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) — there's nothing to observe.\n- code-review: Review the current diff for correctness bugs and reuse/simplification/efficiency cleanups at the given effort level (low/medium: fewer, high-confidence findings; high→max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud). Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review.\n- simplify: Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only — it does not hunt for bugs; use /code-review for that.\n- fewer-permission-prompts: Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\n- loop: Run a prompt or slash command on a recurring interval (e.g. /loop 5m /foo). Omit the interval to let the model self-pace. - When the user wants to set up a recurring task, poll for status, or run something repeatedly on an interval (e.g. \"check the deploy every 5 minutes\", \"keep running /babysit-prs\"). Do NOT invoke for one-off tasks.\n- schedule: Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule. - When the user wants to schedule a recurring cloud agent, set up automated tasks, create a cron job for Claude Code, or manage their scheduled agents/routines. Also use when the user wants a one-time scheduled run (\"run this once at 3pm\", \"remind me to check X tomorrow\").\n- claude-api: Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\nTRIGGER — read BEFORE opening the target file; don't skip because it \"looks like a one-liner\" — whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) — never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named — don't Read the file).\n- run: Launch and drive this project's app to see a change working. 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\nextracted_xml_data_batch_3.json dict keys=export_FAB_20260623_01-1,export_FAB_20260625_01-1,export_FAB_20260630_02-1,export_FAB_20260630_05-1,export_FAB_20260701_01-1,export_FBA_20260618_03-1,export_FBA_20260619_02-1,export_FBA_20260626_03-1 \nextracted_xml_data_batch_4.json dict keys=export_HDE_20260702_04-1,export_HDE_20260702_06-1,export_HDE_20260703_04-1,export_HEM_20260129_01-1,export_HEM_20260511_01-1,export_HEM_20260529_02-1,export_HEM_20260602_02-1,export_HEM_20260603_01-1 \nextracted_xml_data_batch_5.json dict keys=export_KSC_20260702_07-1,export_KSC_20260702_08-1,export_KSC_20260706_01-1,export_KSE_20241217_05-1,export_KSE_20260217_02-1,export_KSE_20260217_03-1,export_KSE_20260331_02-1,export_KSE_20260331_03-1 \nextracted_xml_data_batch_6.json dict keys=export_MHE_20260630_06-1,export_MHE_20260630_07-1,export_MHE_20260701_05-1,export_MHE_20260701_06-1,export_MHE_20260702_01-1,export_MH_20260311_01-1,export_MH_20260506_03-1,export_MH_20260520_02-1 \nextracted_xml_data_batch_7.json dict keys=export_NSE_20260602_06-1,export_NSE_20260602_08-1,export_NSE_20260604_01-1,export_NSE_20260604_03-1,export_NSE_20260604_04-1,export_NSE_20260605_03-1,export_NSE_20260609_08-1,export_NSE_20260609_09-1 \nextracted_xml_data_batch_8.json dict keys=export_SDO_20260626_02-1,export_SDO_20260629_03-1,export_SDO_20260630_02-1,export_SDO_20260630_04-1,export_SEM_20260520_01-1,export_SEM_20260527_01-1,export_SEM_20260602_01-1,export_SEM_20260602_02-1 \nextracted_xml_data_batch_9.json dict keys=export_THR_20260703_04-1,export_TKO_20250815_02-1,export_TKO_20260128_04-1,export_TKO_20260304_05-1,export_TKO_20260323_01-1,export_TKO_20260519_01-1,export_TKO_20260601_05-1,export_TKO_20260601_06-1 \nTOTAL Aufträge (falls list): 0","is_error":false}]},"uuid":"cb739fc3-da08-4af3-9793-1b3d14d5f814","timestamp":"2026-07-07T08:53:57.680Z","toolUseResult":{"stdout":"extracted_xml_data_batch_1.json dict keys=export_AAN_20251202_02-1,export_AAN_20260310_01-1,export_AAN_20260410_01-1,export_AAN_20260507_01-1,export_AAN_20260603_01-1,export_AAN_20260616_02-1,export_AA_20251105_02-1,export_AA_20260521_03-1 \nextracted_xml_data_batch_10.json dict keys=export_WES_20260603_04-1,export_WES_20260603_05-1,export_WES_20260603_06-1,export_WES_20260605_02-1,export_WES_20260605_03-1,export_WES_20260610_02-1,export_WES_20260610_03-1,export_WES_20260610_06-1 \nextracted_xml_data_batch_2.json dict keys=export_CAR_20260702_05-1,export_CC_20260331_01-1,export_CC_20260529_02-1,export_CC_20260617_02-1,export_CC_20260623_02-1,export_CC_20260701_01-1,export_CD_20240314_02-1,export_CD_20260218_01-1 \nextracted_xml_data_batch_3.json dict keys=export_FAB_20260623_01-1,export_FAB_20260625_01-1,export_FAB_20260630_02-1,export_FAB_20260630_05-1,export_FAB_20260701_01-1,export_FBA_20260618_03-1,export_FBA_20260619_02-1,export_FBA_20260626_03-1 \nextracted_xml_data_batch_4.json dict keys=export_HDE_20260702_04-1,export_HDE_20260702_06-1,export_HDE_20260703_04-1,export_HEM_20260129_01-1,export_HEM_20260511_01-1,export_HEM_20260529_02-1,export_HEM_20260602_02-1,export_HEM_20260603_01-1 \nextracted_xml_data_batch_5.json dict keys=export_KSC_20260702_07-1,export_KSC_20260702_08-1,export_KSC_20260706_01-1,export_KSE_20241217_05-1,export_KSE_20260217_02-1,export_KSE_20260217_03-1,export_KSE_20260331_02-1,export_KSE_20260331_03-1 \nextracted_xml_data_batch_6.json dict keys=export_MHE_20260630_06-1,export_MHE_20260630_07-1,export_MHE_20260701_05-1,export_MHE_20260701_06-1,export_MHE_20260702_01-1,export_MH_20260311_01-1,export_MH_20260506_03-1,export_MH_20260520_02-1 \nextracted_xml_data_batch_7.json dict keys=export_NSE_20260602_06-1,export_NSE_20260602_08-1,export_NSE_20260604_01-1,export_NSE_20260604_03-1,export_NSE_20260604_04-1,export_NSE_20260605_03-1,export_NSE_20260609_08-1,export_NSE_20260609_09-1 \nextracted_xml_data_batch_8.json dict keys=export_SDO_20260626_02-1,export_SDO_20260629_03-1,export_SDO_20260630_02-1,export_SDO_20260630_04-1,export_SEM_20260520_01-1,export_SEM_20260527_01-1,export_SEM_20260602_01-1,export_SEM_20260602_02-1 \nextracted_xml_data_batch_9.json dict keys=export_THR_20260703_04-1,export_TKO_20250815_02-1,export_TKO_20260128_04-1,export_TKO_20260304_05-1,export_TKO_20260323_01-1,export_TKO_20260519_01-1,export_TKO_20260601_05-1,export_TKO_20260601_06-1 \nTOTAL Aufträge (falls list): 0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"6666edcf-b706-4794-a1ce-df0b4db1fa09","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"41793a05-09f3-4dd7-a3cb-4b9a3d2dfee1","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR349ExGfMLkS6jWtxR","type":"message","role":"assistant","content":[{"type":"text","text":"Struktur ist ein Dict, Keys = Auftrags-IDs (`export_...`). Zähle Aufträge gesamt:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1791,"cache_read_input_tokens":32270,"output_tokens":270,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1791,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":270,"cache_read_input_tokens":32270,"cache_creation_input_tokens":1791,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1791},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR32VXTde89T4sdiNmp","type":"assistant","uuid":"27d7c8ae-f392-4f44-bab3-83831b319bdd","timestamp":"2026-07-07T08:54:04.968Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"e11e881e-9b33-4a4c-b1d4-d32f198911ed","isSidechain":false,"promptId":"e8d05882-c438-47a9-8cf9-cd9ec4c2f60e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01WNWChZX888BZLzTQbkwLhN","type":"tool_result","content":"extracted_xml_data_batch_1.json 200 Aufträge\nextracted_xml_data_batch_10.json 28 Aufträge\nextracted_xml_data_batch_2.json 200 Aufträge\nextracted_xml_data_batch_3.json 200 Aufträge\nextracted_xml_data_batch_4.json 200 Aufträge\nextracted_xml_data_batch_5.json 200 Aufträge\nextracted_xml_data_batch_6.json 200 Aufträge\nextracted_xml_data_batch_7.json 200 Aufträge\nextracted_xml_data_batch_8.json 200 Aufträge\nextracted_xml_data_batch_9.json 200 Aufträge\nTOTAL: 1828","is_error":false}]},"uuid":"7dbe47ca-3ab9-44f3-bb5e-9b61608288d5","timestamp":"2026-07-07T08:54:07.243Z","toolUseResult":{"stdout":"extracted_xml_data_batch_1.json 200 Aufträge\nextracted_xml_data_batch_10.json 28 Aufträge\nextracted_xml_data_batch_2.json 200 Aufträge\nextracted_xml_data_batch_3.json 200 Aufträge\nextracted_xml_data_batch_4.json 200 Aufträge\nextracted_xml_data_batch_5.json 200 Aufträge\nextracted_xml_data_batch_6.json 200 Aufträge\nextracted_xml_data_batch_7.json 200 Aufträge\nextracted_xml_data_batch_8.json 200 Aufträge\nextracted_xml_data_batch_9.json 200 Aufträge\nTOTAL: 1828","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e11e881e-9b33-4a4c-b1d4-d32f198911ed","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"7dbe47ca-3ab9-44f3-bb5e-9b61608288d5","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR3nM1DvCFXrjipY8Gj","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":653,"cache_read_input_tokens":34061,"output_tokens":480,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":653,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":480,"cache_read_input_tokens":34061,"cache_creation_input_tokens":653,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":653},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR3jQtusGJzEyrMxW1Y","type":"assistant","uuid":"38063568-1a4f-44f8-ab15-b68ef00c8306","timestamp":"2026-07-07T08:54:12.573Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"38063568-1a4f-44f8-ab15-b68ef00c8306","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR3nM1DvCFXrjipY8Gj","type":"message","role":"assistant","content":[{"type":"text","text":"Prüfe, ob die Auftrags-Struktur der bekannten (`extracted_xml_data.json`, 191) entspricht:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":653,"cache_read_input_tokens":34061,"output_tokens":480,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":653,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":480,"cache_read_input_tokens":34061,"cache_creation_input_tokens":653,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":653},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR3jQtusGJzEyrMxW1Y","type":"assistant","uuid":"faf79653-10f1-41b4-a01c-3f1dc5079e37","timestamp":"2026-07-07T08:54:13.581Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"faf79653-10f1-41b4-a01c-3f1dc5079e37","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR3nM1DvCFXrjipY8Gj","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HvMDA4FRsX2hbyrGx4FNPd","name":"Bash","input":{"command":"python3 -c \"\nimport json\nd = json.load(open('extracted_xml_data_batch_1.json'))\nk = list(d.keys())[0]\no = d[k]\nprint('Auftrag-Key:', k)\nprint('Typ:', type(o).__name__)\nif isinstance(o, dict):\n for f,v in o.items():\n t = type(v).__name__\n if isinstance(v, list):\n extra = f' (len={len(v)})'\n if v and isinstance(v[0], dict):\n extra += ' item-keys=' + ','.join(list(v[0].keys())[:12])\n elif isinstance(v, str):\n extra = ' = ' + (v[:60]+'...' if len(v)>60 else v)\n else:\n extra = ' = ' + str(v)[:60]\n print(f' {f}: {t}{extra}')\n\"","description":"Schema eines Auftrags"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":653,"cache_read_input_tokens":34061,"output_tokens":480,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":653,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":480,"cache_read_input_tokens":34061,"cache_creation_input_tokens":653,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":653},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR3jQtusGJzEyrMxW1Y","type":"assistant","uuid":"128f9ba7-6197-489b-923a-e9176ff1bc72","timestamp":"2026-07-07T08:54:16.811Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"128f9ba7-6197-489b-923a-e9176ff1bc72","isSidechain":false,"promptId":"e8d05882-c438-47a9-8cf9-cd9ec4c2f60e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HvMDA4FRsX2hbyrGx4FNPd","type":"tool_result","content":"Auftrag-Key: export_AAN_20251202_02-1\nTyp: dict\n kopf_summe_einkaufspreis: float = 24775.84\n kopf_summe_positionen_liste: float = 92119.0\n kopf_summe_positionen: float = 52165.45\n kopf_montage_zeit: float = 253.0\n kopf_montage_wert: float = 0.0\n kopf_fracht: float = 0.0\n kopf_rabatt_wert: float = 39953.55\n kopf_rabatt_prozent: float = 43.37\n kopf_aufschlag_wert: float = 27389.61\n kopf_aufschlag_prozent: float = 110.55\n kopf_kundenpreis_netto: float = 52165.45\n kopf_aw_wert: float = 164.0\n kopf_re: float = 27389.61\n kopf_ka: float = 110.55\n fzg_hersteller_id: str = for\n fzg_typ: str = Connect\n fzg_baujahr: str = |txt_fzg_ab| 23\n fzg_dach: str = H1\n fzg_antrieb: str = F\n fzg_leasing: int = 0\n fzg_rad_stand: str = 2755mm, L1, 4501mm\n fzg_seitentuer: str = beide\n fzg_wand: str = TW\n wuerth_innen_landeskenner: str = NO\n currency: str = EUR\n kde_name: str = MADSPUSSEROPP AS\n kde_name_1: str = \n kde_name_2: str = \n kde_landeskenner: str = NO\n kde_plz: int = 3946\n kde_strasse: str = MOEN 17, LAGER 8\n montage_art: str = kunde\n quotation_state: str = offer\n struktur_data_json: dict = {'root': {'typ': 'root', 'version': 1.1, 'fzg_id': 'FZG_056_\n artikel_data_json: dict = {'VD022': {'rabatt_wert': 299.7, 'preis': 366.3, 'modul_id':","is_error":false}]},"uuid":"d3742cff-3de1-4eeb-8004-d4444680c537","timestamp":"2026-07-07T08:54:17.085Z","toolUseResult":{"stdout":"Auftrag-Key: export_AAN_20251202_02-1\nTyp: dict\n kopf_summe_einkaufspreis: float = 24775.84\n kopf_summe_positionen_liste: float = 92119.0\n kopf_summe_positionen: float = 52165.45\n kopf_montage_zeit: float = 253.0\n kopf_montage_wert: float = 0.0\n kopf_fracht: float = 0.0\n kopf_rabatt_wert: float = 39953.55\n kopf_rabatt_prozent: float = 43.37\n kopf_aufschlag_wert: float = 27389.61\n kopf_aufschlag_prozent: float = 110.55\n kopf_kundenpreis_netto: float = 52165.45\n kopf_aw_wert: float = 164.0\n kopf_re: float = 27389.61\n kopf_ka: float = 110.55\n fzg_hersteller_id: str = for\n fzg_typ: str = Connect\n fzg_baujahr: str = |txt_fzg_ab| 23\n fzg_dach: str = H1\n fzg_antrieb: str = F\n fzg_leasing: int = 0\n fzg_rad_stand: str = 2755mm, L1, 4501mm\n fzg_seitentuer: str = beide\n fzg_wand: str = TW\n wuerth_innen_landeskenner: str = NO\n currency: str = EUR\n kde_name: str = MADSPUSSEROPP AS\n kde_name_1: str = \n kde_name_2: str = \n kde_landeskenner: str = NO\n kde_plz: int = 3946\n kde_strasse: str = MOEN 17, LAGER 8\n montage_art: str = kunde\n quotation_state: str = offer\n struktur_data_json: dict = {'root': {'typ': 'root', 'version': 1.1, 'fzg_id': 'FZG_056_\n artikel_data_json: dict = {'VD022': {'rabatt_wert': 299.7, 'preis': 366.3, 'modul_id':","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"128f9ba7-6197-489b-923a-e9176ff1bc72","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"757b5530-3160-46db-a5c3-9e9ca5a1ef43","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnR4bzBtDYiu6FuJ756b","type":"message","role":"assistant","content":[{"type":"text","text":"Angeschaut. Zusammenfassung:\n\n**`extracted_xml_data_batch/`** — 10 JSON-Dateien (~155 MB), zusammen **1828 Aufträge** (9× 200 + 1× 28).\n\n- Struktur: Dict, Key = Auftrags-ID (`export_<KUNDE>_<DATUM>_NN-1`).\n- Pro Auftrag dasselbe Schema wie bisher, u.a.:\n - **Kopf-Kennzahlen**: `kopf_summe_einkaufspreis`, `kopf_summe_positionen`, `kopf_kundenpreis_netto`, `kopf_rabatt_wert/_prozent`, `kopf_aufschlag_wert/_prozent`, `kopf_montage_zeit/_wert`, `kopf_re`, `kopf_ka`.\n - **Fahrzeug**: `fzg_hersteller_id`, `fzg_typ`, `fzg_baujahr`, `fzg_dach`, `fzg_antrieb`, `fzg_rad_stand`, `fzg_seitentuer`, `fzg_wand`, `fzg_leasing`. Die Fzg-Daten liegen hier also schon direkt als Felder vor, nicht nur in .plax-Rohdaten.\n - **Kunde**: `kde_name`, `kde_landeskenner`, `kde_plz`, `kde_strasse` (Beispiel oben: norwegischer Kunde, `NO`).\n - **Sonstiges**: `montage_art`, `quotation_state` (z.B. `offer`), `currency`.\n - **Verschachtelt**: `struktur_data_json` (Aufbau-Baum, `root`/`fzg_id`/version) und `artikel_data_json` (Artikel-Map mit `preis`, `rabatt_wert`, `modul_id`).\n\nDamit ist die Datenbasis von 191 auf 1828 gewachsen — nahe am Zielwert ~2000."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1199,"cache_read_input_tokens":34714,"output_tokens":844,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1199,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":844,"cache_read_input_tokens":34714,"cache_creation_input_tokens":1199,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1199},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnR4XfEkGwE3ccxaa3gZ","type":"assistant","uuid":"5838f930-40ea-4696-ab7c-07a9129ff0c8","timestamp":"2026-07-07T08:54:31.784Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"ae2573a1-88e7-4b58-b310-511714276536","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012cYDTFUzNQWmicRRQSfu4Q","type":"tool_result","content":"1\t#!/usr/bin/env python3\n2\t\"\"\"JSON -> SQLite (Arbeitsschicht).\n3\t\n4\tLiest den Plato-Export und schreibt die normalisierten Tabellen\n5\t(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\n6\tschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n7\t\n8\tRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n9\t\"\"\"\n10\timport argparse\n11\timport html\n12\timport re\n13\timport sqlite3\n14\tfrom pathlib import Path\n15\t\n16\tKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n17\t\n18\tLAND_MAP = {\n19\t \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n20\t \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n21\t \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n22\t \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n23\t \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n24\t \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n25\t \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n26\t \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n27\t}\n28\t\n29\t# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n30\t# Übersteuert Kundenkenner und Innendienst-Fallback.\n31\tLAND_OVERRIDE = {\n32\t \"autohaus schmid ford\": \"AT\",\n33\t \"car's paradise di andrea tosti\": \"IT\",\n34\t \"eks stefan strasser\": \"DE\",\n35\t}\n36\t\n37\t\n38\tdef clean(s):\n39\t return html.unescape(s).strip() if isinstance(s, str) else s\n40\t\n41\t\n42\tdef norm_name(s):\n43\t return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n44\t\n45\t\n46\tdef norm_land(landeskenner):\n47\t return LAND_MAP.get(clean(landeskenner).upper(), None)\n48\t\n49\t\n50\tdef parse_key(key):\n51\t m = KEY_RE.match(key)\n52\t bearbeiter, datum8, _nr = m.groups()\n53\t datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n54\t return bearbeiter, datum\n55\t\n56\t\n57\tdef comp_mengen(struktur):\n58\t \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n59\t mengen = {}\n60\t\n61\t def walk(node):\n62\t if isinstance(node, dict):\n63\t for k, v in node.items():\n64\t if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n65\t mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n66\t else:\n67\t walk(v)\n68\t elif isinstance(node, list):\n69\t for v in node:\n70\t walk(v)\n71\t\n72\t walk(struktur)\n73\t return mengen\n74\t\n75\t\n76\tdef main():\n77\t ap = argparse.ArgumentParser()\n78\t here = Path(__file__).resolve().parent\n79\t ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n80\t ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n81\t ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n82\t args = ap.parse_args()\n83\t\n84\t import json\n85\t data = json.loads(Path(args.input).read_text())\n86\t\n87\t db = Path(args.db)\n88\t if db.exists():\n89\t db.unlink()\n90\t con = sqlite3.connect(db)\n91\t con.executescript(Path(args.schema).read_text())\n92\t con.execute(\"PRAGMA foreign_keys = ON\")\n93\t\n94\t kunde_ids = {} # name_norm|plz -> kunde_id\n95\t next_kunde = 1\n96\t\n97\t for key, rec in data.items():\n98\t bearbeiter, datum = parse_key(key)\n99\t\n100\t name_roh = clean(rec[\"kde_name\"])\n101\t name_norm = norm_name(rec[\"kde_name\"])\n102\t plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n103\t dedup = f\"{name_norm}|{plz}\"\n104\t if dedup not in kunde_ids:\n105\t kunde_ids[dedup] = next_kunde\n106\t con.execute(\n107\t \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n108\t \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n109\t (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n110\t clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n111\t clean(rec[\"kde_landeskenner\"]),\n112\t # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n113\t LAND_OVERRIDE.get(name_norm)\n114\t or norm_land(rec[\"kde_landeskenner\"])\n115\t or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n116\t )\n117\t next_kunde += 1\n118\t kunde_id = kunde_ids[dedup]\n119\t\n120\t con.execute(\n121\t \"INSERT INTO auftraege (\"\n122\t \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n123\t \"currency, wuerth_innen_landeskenner, \"\n124\t \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n125\t \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n126\t \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n127\t \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n128\t \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n129\t \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n130\t (\n131\t key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n132\t clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n133\t clean(rec[\"wuerth_innen_landeskenner\"]),\n134\t rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n135\t rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n136\t rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n137\t rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n138\t rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n139\t rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n140\t clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n141\t clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n142\t clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n143\t clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n144\t clean(rec[\"fzg_wand\"]),\n145\t ),\n146\t )\n147\t\n148\t mengen = comp_mengen(rec[\"struktur_data_json\"])\n149\t for modul_id, art in rec[\"artikel_data_json\"].items():\n150\t con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n151\t preis_liste = art[\"preis_liste\"]\n152\t rabatt_wert = art[\"rabatt_wert\"]\n153\t rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n154\t con.execute(\n155\t \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n156\t \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n157\t \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n158\t (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n159\t art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n160\t art[\"aw_wert\"], art[\"typ\"]),\n161\t )\n162\t\n163\t con.commit()\n164\t\n165\t n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n166\t print(f\"kunden {n('kunden')}\")\n167\t print(f\"auftraege {n('auftraege')}\")\n168\t print(f\"module {n('module')}\")\n169\t print(f\"positionen {n('positionen')}\")\n170\t con.close()\n171\t\n172\t\n173\tif __name__ == \"__main__\":\n174\t main()\n175\t"}]},"uuid":"7f4a18ab-6aa8-432c-978f-8292785884e6","timestamp":"2026-07-07T09:22:36.041Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/import.py","content":"#!/usr/bin/env python3\n\"\"\"JSON -> SQLite (Arbeitsschicht).\n\nLiest den Plato-Export und schreibt die normalisierten Tabellen\n(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\nschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n\nRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n\"\"\"\nimport argparse\nimport html\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n\nLAND_MAP = {\n \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n}\n\n# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n# Übersteuert Kundenkenner und Innendienst-Fallback.\nLAND_OVERRIDE = {\n \"autohaus schmid ford\": \"AT\",\n \"car's paradise di andrea tosti\": \"IT\",\n \"eks stefan strasser\": \"DE\",\n}\n\n\ndef clean(s):\n return html.unescape(s).strip() if isinstance(s, str) else s\n\n\ndef norm_name(s):\n return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n\n\ndef norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)\n\n\ndef parse_key(key):\n m = KEY_RE.match(key)\n bearbeiter, datum8, _nr = m.groups()\n datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n return bearbeiter, datum\n\n\ndef comp_mengen(struktur):\n \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n mengen = {}\n\n def walk(node):\n if isinstance(node, dict):\n for k, v in node.items():\n if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n else:\n walk(v)\n elif isinstance(node, list):\n for v in node:\n walk(v)\n\n walk(struktur)\n return mengen\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n args = ap.parse_args()\n\n import json\n data = json.loads(Path(args.input).read_text())\n\n db = Path(args.db)\n if db.exists():\n db.unlink()\n con = sqlite3.connect(db)\n con.executescript(Path(args.schema).read_text())\n con.execute(\"PRAGMA foreign_keys = ON\")\n\n kunde_ids = {} # name_norm|plz -> kunde_id\n next_kunde = 1\n\n for key, rec in data.items():\n bearbeiter, datum = parse_key(key)\n\n name_roh = clean(rec[\"kde_name\"])\n name_norm = norm_name(rec[\"kde_name\"])\n plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n dedup = f\"{name_norm}|{plz}\"\n if dedup not in kunde_ids:\n kunde_ids[dedup] = next_kunde\n con.execute(\n \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n clean(rec[\"kde_landeskenner\"]),\n # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n LAND_OVERRIDE.get(name_norm)\n or norm_land(rec[\"kde_landeskenner\"])\n or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n )\n next_kunde += 1\n kunde_id = kunde_ids[dedup]\n\n con.execute(\n \"INSERT INTO auftraege (\"\n \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n \"currency, wuerth_innen_landeskenner, \"\n \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n (\n key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n clean(rec[\"wuerth_innen_landeskenner\"]),\n rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n clean(rec[\"fzg_wand\"]),\n ),\n )\n\n mengen = comp_mengen(rec[\"struktur_data_json\"])\n for modul_id, art in rec[\"artikel_data_json\"].items():\n con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n preis_liste = art[\"preis_liste\"]\n rabatt_wert = art[\"rabatt_wert\"]\n rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n con.execute(\n \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n art[\"aw_wert\"], art[\"typ\"]),\n )\n\n con.commit()\n\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n print(f\"kunden {n('kunden')}\")\n print(f\"auftraege {n('auftraege')}\")\n print(f\"module {n('module')}\")\n print(f\"positionen {n('positionen')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n","numLines":175,"startLine":1,"totalLines":175}},"sourceToolAssistantUUID":"ae2573a1-88e7-4b58-b310-511714276536","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"72d46d81-f527-44c4-bceb-4ca3cacd7c01","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTDiRNoKFJhzdHAL9kM","type":"message","role":"assistant","content":[{"type":"text","text":"Ich prüfe, ob die neuen Batch-Records exakt die Felder liefern, die `import.py` liest (Artikel-Item-Felder, `kde_name_1/2`, COMP-Struktur):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3671,"cache_read_input_tokens":39388,"output_tokens":1372,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3671,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1372,"cache_read_input_tokens":39388,"cache_creation_input_tokens":3671,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3671},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTDhRqpeALD2i5Q1FvH","type":"assistant","uuid":"ac225640-21ed-47d8-8e05-ce1976177261","timestamp":"2026-07-07T09:22:44.704Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"ac225640-21ed-47d8-8e05-ce1976177261","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTDiRNoKFJhzdHAL9kM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Jhyz4ZybYXdJMtyY2Gi5nC","name":"Bash","input":{"command":"cd /Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch\npython3 -c \"\nimport json, glob\nneed_rec = ['kde_name','kde_name_1','kde_name_2','kde_plz','kde_strasse','kde_landeskenner','wuerth_innen_landeskenner','quotation_state','montage_art','currency','kopf_summe_einkaufspreis','kopf_summe_positionen_liste','kopf_summe_positionen','kopf_montage_zeit','kopf_montage_wert','kopf_fracht','kopf_rabatt_wert','kopf_rabatt_prozent','kopf_aufschlag_wert','kopf_aufschlag_prozent','kopf_kundenpreis_netto','kopf_aw_wert','kopf_re','kopf_ka','fzg_hersteller_id','fzg_typ','fzg_baujahr','fzg_dach','fzg_antrieb','fzg_leasing','fzg_rad_stand','fzg_seitentuer','fzg_wand','struktur_data_json','artikel_data_json']\nneed_art = ['preis_liste','rabatt_wert','einkaufspreis','preis','aufschlag_wert','aw_wert','typ','modul_id']\nimport re\nKEY_RE = re.compile(r'^export_(.+)_(\\d{8})_(\\d+)-\\d+\\$')\nmiss_rec=set(); miss_art=set(); badkey=[]; n=0; nart=0\nfor f in sorted(glob.glob('*.json')):\n d=json.load(open(f))\n for key,rec in d.items():\n n+=1\n if not KEY_RE.match(key): badkey.append(key)\n for fld in need_rec:\n if fld not in rec: miss_rec.add(fld)\n for aid,art in rec['artikel_data_json'].items():\n nart+=1\n for fld in need_art:\n if fld not in art: miss_art.add(fld)\nprint('Aufträge:',n,' Artikel-Positionen:',nart)\nprint('Fehlende Rec-Felder:', miss_rec or 'keine')\nprint('Fehlende Artikel-Felder:', miss_art or 'keine')\nprint('Keys ohne KEY_RE-Match:', len(badkey), badkey[:5])\n\"","description":"Feldkompatibilität der neuen Daten mit import.py"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3671,"cache_read_input_tokens":39388,"output_tokens":1372,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3671,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1372,"cache_read_input_tokens":39388,"cache_creation_input_tokens":3671,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3671},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTDhRqpeALD2i5Q1FvH","type":"assistant","uuid":"593f9a4c-59a9-477a-9b67-c06a69c04fc4","timestamp":"2026-07-07T09:22:53.023Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"efe88b9b-7b32-4d7e-93b8-f79a4ec2bf1f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTF8guTDqebTRAXonXZ","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1454,"cache_read_input_tokens":43059,"output_tokens":1027,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1454,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1027,"cache_read_input_tokens":43059,"cache_creation_input_tokens":1454,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1454},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTF1kSXT1tTQvUriCRE","type":"assistant","uuid":"daab7c83-a99f-4c9e-ba87-22dc2cb87251","timestamp":"2026-07-07T09:23:11.844Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"daab7c83-a99f-4c9e-ba87-22dc2cb87251","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTF8guTDqebTRAXonXZ","type":"message","role":"assistant","content":[{"type":"text","text":"Alle Felder vorhanden, alle Keys passen: **1828 Aufträge, 36 689 Positionen**, 0 Fehler. `import.py` kann die Daten direkt verarbeiten, sobald sie in einer JSON zusammengeführt sind.\n\nVor dem Plan prüfe ich noch die nachgelagerte Veredelung (was offline durchläuft vs. was LLM/API/Rohdaten braucht):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1454,"cache_read_input_tokens":43059,"output_tokens":1027,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1454,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1027,"cache_read_input_tokens":43059,"cache_creation_input_tokens":1454,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1454},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTF1kSXT1tTQvUriCRE","type":"assistant","uuid":"5d3bd159-d816-4dda-ba16-a6c9bf99593c","timestamp":"2026-07-07T09:23:14.099Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"5d3bd159-d816-4dda-ba16-a6c9bf99593c","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTF8guTDqebTRAXonXZ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FjLPtnb8euDJthtgqT97ye","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07/pipeline\nfor f in enrich_load.py enrich_currency.py enrich_fzg_load.py extract_stueckliste.py collect_fzg_text.py; do\n echo \"===== $f (Kopf) =====\"; sed -n '1,25p' \"$f\"\ndone","description":"Köpfe der Enrichment-Skripte"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1454,"cache_read_input_tokens":43059,"output_tokens":1027,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1454,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1027,"cache_read_input_tokens":43059,"cache_creation_input_tokens":1454,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1454},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTF1kSXT1tTQvUriCRE","type":"assistant","uuid":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","timestamp":"2026-07-07T09:23:15.894Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FjLPtnb8euDJthtgqT97ye","type":"tool_result","content":"===== enrich_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Web-Recherche-Ergebnisse -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/enrichment/ und fuellt\ndie Tabellen kunde_firmendaten (konsolidiert) und web_cache (Beleg je Kunde).\nIdempotent: leert beide Tabellen vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\nFELDER = [\n \"branche_nace\", \"branche_text\", \"gewerk\", \"segment\", \"mitarbeiter_kl\",\n \"umsatz_kl\", \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\",\n \"hr_nummer\", \"konfidenz\", \"bestaetigt\", \"quelle_primaer\",\n]\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n===== enrich_currency.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Währung + Wechselkurs je Auftrag -> SQLite (Veredelungsschicht).\n\nDie echte Landeswährung steht nur im .plax-XML (CURRENCY:USER:EINSTELLUNGEN_LAND),\nnicht im JSON-Export (dort konstant EUR). Dieses Skript liest sie je Auftrag und\nholt den ECB-Tageskurs (EUR->Währung) zum Auftragsdatum über frankfurter.dev.\nDie Kurse werden in pipeline/fx_cache.json gecacht -> wiederholbar/offline nach\neinmaligem Abruf. EUR-Aufträge bekommen Kurs 1.\n\nReihenfolge: nach import.py laufen (braucht auftraege.datum).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport urllib.request\nimport zipfile\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\nCUR_RE = re.compile(\n r'VARNAME:CURRENCY:USER:EINSTELLUNGEN_LAND\"\\s+value=\"([^\"]*)\"'\n)\n\n\n===== enrich_fzg_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Fahrzeug-Extraktion -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/fzg_enrichment/ und\nfuellt die Tabelle auftrag_fzg. Idempotent: leert die Tabelle vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"fzg_enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n===== extract_stueckliste.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Stücklisten-Klartext aus den eingebetteten PDFs der .plax ziehen.\n\nDie Bauteil-Bezeichnung + Würth-Artikelnummer stehen nur in der PDF\n(Auftragsbestätigung/Angebot) jeder .plax, nicht in XML/JSON. Dieses Skript\nliest alle PDFs, mappt Bezeichnung/Artikelnummer auf die modul_id und\nschreibt sie in module.klartext / module.artikelnummer. pipeline/stueckliste.json\nbleibt als Beleg/Cache.\n\nWiederholbar: bei neuen .plax einfach erneut laufen lassen (nach import.py).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport zipfile\nfrom collections import Counter, defaultdict\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\n\n\ndef norm(s):\n \"\"\"Vergleichsschlüssel: nur alphanumerisch, klein.\"\"\"\n===== collect_fzg_text.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Sammelt je Auftrag alle Textquellen mit moeglichem Fahrzeugbezug aus den\n.plax-Rohdaten: subject (storage.dict), interner Text (XML), PDF-Fahrzeugblock\nund fahrzeugrelevante Modulcodes. Schreibt fzg_texts.json fuer die LLM-Extraktion.\n\"\"\"\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport tempfile\nimport zipfile\nfrom pathlib import Path\n\nHERE = Path(__file__).resolve().parent\nPLAX_DIR = HERE.parent / \"data\" / \"Auftragsplanungen\"\nDB = HERE.parent / \"data\" / \"wuerth.db\"\nOUT = HERE / \"fzg_texts.json\"\n\nKEY_FROM_FILE = re.compile(r\"^(export_.+-\\d+)_\\d+\\.plax$\")\nSUBJ = re.compile(r\"subject \\{(.*?)\\}\", re.S)\nINTTXT = re.compile(r'VARNAME:INTERNER_TEXT:USER:KOPFDATEN\" value=\"([^\"]*)\"')\nMODUL_FZG = re.compile(r\"(VAREBIL|KASTEN|PRITSCHE|LASTBIL|L[1-5]|H[1-3])\", re.I)\n\n\ndef plax_index():","is_error":false}]},"uuid":"15de6401-bbd3-470f-a536-faf3c0b50a7f","timestamp":"2026-07-07T09:26:23.472Z","toolUseResult":{"stdout":"===== enrich_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Web-Recherche-Ergebnisse -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/enrichment/ und fuellt\ndie Tabellen kunde_firmendaten (konsolidiert) und web_cache (Beleg je Kunde).\nIdempotent: leert beide Tabellen vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\nFELDER = [\n \"branche_nace\", \"branche_text\", \"gewerk\", \"segment\", \"mitarbeiter_kl\",\n \"umsatz_kl\", \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\",\n \"hr_nummer\", \"konfidenz\", \"bestaetigt\", \"quelle_primaer\",\n]\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n===== enrich_currency.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Währung + Wechselkurs je Auftrag -> SQLite (Veredelungsschicht).\n\nDie echte Landeswährung steht nur im .plax-XML (CURRENCY:USER:EINSTELLUNGEN_LAND),\nnicht im JSON-Export (dort konstant EUR). Dieses Skript liest sie je Auftrag und\nholt den ECB-Tageskurs (EUR->Währung) zum Auftragsdatum über frankfurter.dev.\nDie Kurse werden in pipeline/fx_cache.json gecacht -> wiederholbar/offline nach\neinmaligem Abruf. EUR-Aufträge bekommen Kurs 1.\n\nReihenfolge: nach import.py laufen (braucht auftraege.datum).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport urllib.request\nimport zipfile\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\nCUR_RE = re.compile(\n r'VARNAME:CURRENCY:USER:EINSTELLUNGEN_LAND\"\\s+value=\"([^\"]*)\"'\n)\n\n\n===== enrich_fzg_load.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Fahrzeug-Extraktion -> SQLite (Veredelungsschicht).\n\nLiest die je-Batch erzeugten JSON-Dateien aus pipeline/fzg_enrichment/ und\nfuellt die Tabelle auftrag_fzg. Idempotent: leert die Tabelle vor dem Laden.\n\"\"\"\nimport argparse\nimport glob\nimport json\nimport sqlite3\nfrom pathlib import Path\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--src\", default=here / \"fzg_enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n===== extract_stueckliste.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Stücklisten-Klartext aus den eingebetteten PDFs der .plax ziehen.\n\nDie Bauteil-Bezeichnung + Würth-Artikelnummer stehen nur in der PDF\n(Auftragsbestätigung/Angebot) jeder .plax, nicht in XML/JSON. Dieses Skript\nliest alle PDFs, mappt Bezeichnung/Artikelnummer auf die modul_id und\nschreibt sie in module.klartext / module.artikelnummer. pipeline/stueckliste.json\nbleibt als Beleg/Cache.\n\nWiederholbar: bei neuen .plax einfach erneut laufen lassen (nach import.py).\n\"\"\"\nimport argparse\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport zipfile\nfrom collections import Counter, defaultdict\nfrom pathlib import Path\n\nKEY_FROM_PLAX = re.compile(r\"_\\d+\\.plax$\")\n\n\ndef norm(s):\n \"\"\"Vergleichsschlüssel: nur alphanumerisch, klein.\"\"\"\n===== collect_fzg_text.py (Kopf) =====\n#!/usr/bin/env python3\n\"\"\"Sammelt je Auftrag alle Textquellen mit moeglichem Fahrzeugbezug aus den\n.plax-Rohdaten: subject (storage.dict), interner Text (XML), PDF-Fahrzeugblock\nund fahrzeugrelevante Modulcodes. Schreibt fzg_texts.json fuer die LLM-Extraktion.\n\"\"\"\nimport json\nimport re\nimport sqlite3\nimport subprocess\nimport tempfile\nimport zipfile\nfrom pathlib import Path\n\nHERE = Path(__file__).resolve().parent\nPLAX_DIR = HERE.parent / \"data\" / \"Auftragsplanungen\"\nDB = HERE.parent / \"data\" / \"wuerth.db\"\nOUT = HERE / \"fzg_texts.json\"\n\nKEY_FROM_FILE = re.compile(r\"^(export_.+-\\d+)_\\d+\\.plax$\")\nSUBJ = re.compile(r\"subject \\{(.*?)\\}\", re.S)\nINTTXT = re.compile(r'VARNAME:INTERNER_TEXT:USER:KOPFDATEN\" value=\"([^\"]*)\"')\nMODUL_FZG = re.compile(r\"(VAREBIL|KASTEN|PRITSCHE|LASTBIL|L[1-5]|H[1-3])\", re.I)\n\n\ndef plax_index():","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f96e8bd1-cab7-43b5-9175-5b0e655bc5f1","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/pipeline","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"fca38e14-08f0-49d7-98cd-c83ce977d460","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTWV5uod2CCc6TDkbZr","type":"message","role":"assistant","content":[{"type":"text","text":"Vollständige Pipeline verstanden. Ein Punkt ist für den Umfang entscheidend: die Veredelungsschritte (Währung, Stückliste, Fzg-LLM) lesen die **`.plax`-Rohdaten** aus `data/Auftragsplanungen/`. Ich prüfe, ob für die 1828 neuen Aufträge überhaupt `.plax`-Dateien da sind:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3279,"cache_read_input_tokens":44513,"output_tokens":1823,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3279,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1823,"cache_read_input_tokens":44513,"cache_creation_input_tokens":3279,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3279},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTWTmYN7r7KYrLMHSp4","type":"assistant","uuid":"1f3c4c11-41bf-48d1-bbd3-8a2d75d70b0d","timestamp":"2026-07-07T09:26:43.337Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"1f3c4c11-41bf-48d1-bbd3-8a2d75d70b0d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnTWV5uod2CCc6TDkbZr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VCkpVHEE4BTy7ZiwEq41tf","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07/data\necho \"=== .plax Dateien in Auftragsplanungen ===\"\nls Auftragsplanungen/ | grep -c '\\.plax$'\necho \"=== Beispiel-Namen ===\"\nls Auftragsplanungen/ | grep '\\.plax$' | head -3\npython3 -c \"\nimport json, glob, re, os\n# keys der neuen Daten\nnewkeys=set()\nfor f in glob.glob('/Users/marcus.hinz/claude-projects/08-07/extracted_xml_data_batch/*.json'):\n newkeys|=set(json.load(open(f)).keys())\n# plax vorhandene keys (export_...-1 aus dateiname)\nR=re.compile(r'^(export_.+-\\d+)_\\d+\\.plax\\$')\nplaxkeys=set()\nfor fn in os.listdir('Auftragsplanungen'):\n m=R.match(fn)\n if m: plaxkeys.add(m.group(1))\nprint('neue Aufträge:',len(newkeys))\nprint('.plax-Keys vorhanden:',len(plaxkeys))\nprint('neue MIT .plax:',len(newkeys & plaxkeys))\nprint('neue OHNE .plax:',len(newkeys - plaxkeys))\n# alte 191\nold=set(json.load(open('extracted_xml_data.json')).keys())\nprint('alte Aufträge (191-Datei):',len(old),' davon in neuen enthalten:',len(old & newkeys))\n\"","description":"Abgleich neue Keys vs. vorhandene .plax und alte Daten"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3279,"cache_read_input_tokens":44513,"output_tokens":1823,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3279,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1823,"cache_read_input_tokens":44513,"cache_creation_input_tokens":3279,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3279},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnTWTmYN7r7KYrLMHSp4","type":"assistant","uuid":"9152da61-860c-4c13-b9e8-a46facbbea76","timestamp":"2026-07-07T09:26:50.571Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
{"parentUuid":"9152da61-860c-4c13-b9e8-a46facbbea76","isSidechain":false,"promptId":"74b3ccfe-6178-4af8-8d1c-d710e7033ef8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VCkpVHEE4BTy7ZiwEq41tf","type":"tool_result","content":"=== .plax Dateien in Auftragsplanungen ===\n214\n=== Beispiel-Namen ===\nexport_AAN_20260624_06-1_1782304231705517.plax\nexport_ADA_20260527_01-1_1782291788511302.plax\nexport_ADA_20260616_04-1_1782288705447399.plax\nneue Aufträge: 1828\n.plax-Keys vorhanden: 191\nneue MIT .plax: 5\nneue OHNE .plax: 1823\nalte Aufträge (191-Datei): 191 davon in neuen enthalten: 5","is_error":false}]},"uuid":"66afaf1d-4ddb-4cc0-b2f7-ef8af9f0ca75","timestamp":"2026-07-07T09:34:10.392Z","toolUseResult":{"stdout":"=== .plax Dateien in Auftragsplanungen ===\n214\n=== Beispiel-Namen ===\nexport_AAN_20260624_06-1_1782304231705517.plax\nexport_ADA_20260527_01-1_1782291788511302.plax\nexport_ADA_20260616_04-1_1782288705447399.plax\nneue Aufträge: 1828\n.plax-Keys vorhanden: 191\nneue MIT .plax: 5\nneue OHNE .plax: 1823\nalte Aufträge (191-Datei): 191 davon in neuen enthalten: 5","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"9152da61-860c-4c13-b9e8-a46facbbea76","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"d90bdf77-54d4-467c-988b-45da0bd3b94e","isSidechain":false,"promptId":"37195e6e-9b89-42e6-9858-279dae825a61","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\nTraceback (most recent call last):\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 174, in <module>\n main()\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 114, in main\n or norm_land(rec[\"kde_landeskenner\"])\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 47, in norm_land\n return LAND_MAP.get(clean(landeskenner).upper(), None)\nAttributeError: 'int' object has no attribute 'upper'","is_error":true,"tool_use_id":"toolu_01Mm7SNcCMnMtBnkVppd4p5X"}]},"uuid":"b8aa2e54-8667-4745-8fb2-f6f6c07bffde","timestamp":"2026-07-07T10:01:18.419Z","toolUseResult":"Error: Exit code 1\nTraceback (most recent call last):\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 174, in <module>\n main()\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 114, in main\n or norm_land(rec[\"kde_landeskenner\"])\n File \"/Users/marcus.hinz/projects/08-07/pipeline/import.py\", line 47, in norm_land\n return LAND_MAP.get(clean(landeskenner).upper(), None)\nAttributeError: 'int' object has no attribute 'upper'","sourceToolAssistantUUID":"d90bdf77-54d4-467c-988b-45da0bd3b94e","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"f4e19b64-d65f-41d2-a6c7-63a3bcdc34e3","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWAyfv7uU65Rj45DKGW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YUf4Z95yRaKAfY6VQNNfQT","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07/data\npython3 -c \"\nimport json\nd=json.load(open('extracted_xml_data.json'))\nfrom collections import Counter\ntypes=Counter()\nintvals=Counter()\nfor rec in d.values():\n v=rec['kde_landeskenner']\n types[type(v).__name__]+=1\n if not isinstance(v,str): intvals[v]+=1\nprint('Typen kde_landeskenner:',dict(types))\nprint('nicht-str Werte:',dict(intvals))\n# auch wuerth_innen_landeskenner + kde_plz prüfen\nfor fld in ['wuerth_innen_landeskenner','kde_plz','kde_name_1','kde_name_2','kde_strasse','fzg_baujahr']:\n t=Counter(type(rec[fld]).__name__ for rec in d.values())\n print(fld,dict(t))\n\"","description":"Typ-Varianz relevanter Felder"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":341,"cache_read_input_tokens":52230,"output_tokens":689,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":341,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":689,"cache_read_input_tokens":52230,"cache_creation_input_tokens":341,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":341},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWAtgXUCQPzwrL9vbvt","type":"assistant","uuid":"fa162fad-4278-4f75-825e-e5eb0839d805","timestamp":"2026-07-07T10:01:31.850Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"c4a0e294-4622-46ec-97b4-8de9b5c8b644","isSidechain":false,"promptId":"37195e6e-9b89-42e6-9858-279dae825a61","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01M7C2Xtr7p4R2dw8JafPqLF","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/import.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"cbcb9c2a-fc35-4b6d-b1db-b8a845d8ae4a","timestamp":"2026-07-07T10:01:59.106Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/import.py","oldString":"def norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)","newString":"def norm_land(landeskenner):\n return LAND_MAP.get(str(clean(landeskenner)).upper(), None)","originalFile":"#!/usr/bin/env python3\n\"\"\"JSON -> SQLite (Arbeitsschicht).\n\nLiest den Plato-Export und schreibt die normalisierten Tabellen\n(kunden / auftraege / module / positionen). Die Veredelungstabellen aus\nschema.sql bleiben leer und werden von der nachgelagerten Pipeline gefuellt.\n\nRoh-JSON bleibt Single Source of Truth; diese DB ist die abgeleitete Schicht.\n\"\"\"\nimport argparse\nimport html\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nKEY_RE = re.compile(r\"^export_(.+)_(\\d{8})_(\\d+)-\\d+$\")\n\nLAND_MAP = {\n \"DE\": \"DE\", \"DEUTSCHLAND\": \"DE\",\n \"NO\": \"NO\", \"NORWAY\": \"NO\", \"NORGE\": \"NO\",\n \"AT\": \"AT\", \"OESTERREICH\": \"AT\", \"ÖSTERREICH\": \"AT\",\n \"CH\": \"CH\", \"SCHWEIZ\": \"CH\",\n \"FR\": \"FR\", \"FRANKREICH\": \"FR\", \"FRANCE\": \"FR\",\n \"ES\": \"ES\", \"SPANIEN\": \"ES\", \"ESPANA\": \"ES\", \"ESPAÑA\": \"ES\",\n \"IT\": \"IT\", \"ITALIEN\": \"IT\", \"ITALIA\": \"IT\",\n \"PL\": \"PL\", \"POLEN\": \"PL\", \"POLAND\": \"PL\", \"POLSKA\": \"PL\",\n}\n\n# Manuelle Land-Korrekturen (Ground Truth), Schlüssel = name_norm.\n# Übersteuert Kundenkenner und Innendienst-Fallback.\nLAND_OVERRIDE = {\n \"autohaus schmid ford\": \"AT\",\n \"car's paradise di andrea tosti\": \"IT\",\n \"eks stefan strasser\": \"DE\",\n}\n\n\ndef clean(s):\n return html.unescape(s).strip() if isinstance(s, str) else s\n\n\ndef norm_name(s):\n return re.sub(r\"\\s+\", \" \", clean(s).lower()).strip()\n\n\ndef norm_land(landeskenner):\n return LAND_MAP.get(clean(landeskenner).upper(), None)\n\n\ndef parse_key(key):\n m = KEY_RE.match(key)\n bearbeiter, datum8, _nr = m.groups()\n datum = f\"{datum8[:4]}-{datum8[4:6]}-{datum8[6:8]}\"\n return bearbeiter, datum\n\n\ndef comp_mengen(struktur):\n \"\"\"modul_id -> summierte Menge ueber alle COMP_* im Strukturbaum.\"\"\"\n mengen = {}\n\n def walk(node):\n if isinstance(node, dict):\n for k, v in node.items():\n if isinstance(k, str) and k.startswith(\"COMP_\") and isinstance(v, dict):\n mengen[v[\"modul_id\"]] = mengen.get(v[\"modul_id\"], 0) + v[\"menge\"]\n else:\n walk(v)\n elif isinstance(node, list):\n for v in node:\n walk(v)\n\n walk(struktur)\n return mengen\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--input\", default=here.parent / \"data\" / \"extracted_xml_data.json\")\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--schema\", default=here / \"schema.sql\")\n args = ap.parse_args()\n\n import json\n data = json.loads(Path(args.input).read_text())\n\n db = Path(args.db)\n if db.exists():\n db.unlink()\n con = sqlite3.connect(db)\n con.executescript(Path(args.schema).read_text())\n con.execute(\"PRAGMA foreign_keys = ON\")\n\n kunde_ids = {} # name_norm|plz -> kunde_id\n next_kunde = 1\n\n for key, rec in data.items():\n bearbeiter, datum = parse_key(key)\n\n name_roh = clean(rec[\"kde_name\"])\n name_norm = norm_name(rec[\"kde_name\"])\n plz = str(rec[\"kde_plz\"]).strip() if rec[\"kde_plz\"] != \"\" else None\n dedup = f\"{name_norm}|{plz}\"\n if dedup not in kunde_ids:\n kunde_ids[dedup] = next_kunde\n con.execute(\n \"INSERT INTO kunden (kunde_id, name_roh, name_norm, name_1, name_2, \"\n \"strasse, plz, landeskenner, land) VALUES (?,?,?,?,?,?,?,?,?)\",\n (next_kunde, name_roh, name_norm, clean(rec[\"kde_name_1\"]),\n clean(rec[\"kde_name_2\"]), clean(rec[\"kde_strasse\"]), plz,\n clean(rec[\"kde_landeskenner\"]),\n # Override > Kundenkenner > Würth-Innendienst-Land (Fallback)\n LAND_OVERRIDE.get(name_norm)\n or norm_land(rec[\"kde_landeskenner\"])\n or norm_land(rec[\"wuerth_innen_landeskenner\"])),\n )\n next_kunde += 1\n kunde_id = kunde_ids[dedup]\n\n con.execute(\n \"INSERT INTO auftraege (\"\n \"auftrag_id, kunde_id, bearbeiter, datum, quotation_state, montage_art, \"\n \"currency, wuerth_innen_landeskenner, \"\n \"summe_einkaufspreis, summe_positionen_liste, summe_positionen, \"\n \"montage_zeit, montage_wert, fracht, rabatt_wert, rabatt_prozent, \"\n \"aufschlag_wert, aufschlag_prozent, kundenpreis_netto, aw_wert, re, ka, \"\n \"fzg_hersteller_id, fzg_typ, fzg_baujahr, fzg_dach, fzg_antrieb, \"\n \"fzg_leasing, fzg_rad_stand, fzg_seitentuer, fzg_wand\"\n \") VALUES (?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?,?,?,?,?,?, ?,?,?,?,?,?,?,?,?)\",\n (\n key, kunde_id, bearbeiter, datum, clean(rec[\"quotation_state\"]),\n clean(rec[\"montage_art\"]), clean(rec[\"currency\"]),\n clean(rec[\"wuerth_innen_landeskenner\"]),\n rec[\"kopf_summe_einkaufspreis\"], rec[\"kopf_summe_positionen_liste\"],\n rec[\"kopf_summe_positionen\"], rec[\"kopf_montage_zeit\"],\n rec[\"kopf_montage_wert\"], rec[\"kopf_fracht\"], rec[\"kopf_rabatt_wert\"],\n rec[\"kopf_rabatt_prozent\"], rec[\"kopf_aufschlag_wert\"],\n rec[\"kopf_aufschlag_prozent\"], rec[\"kopf_kundenpreis_netto\"],\n rec[\"kopf_aw_wert\"], rec[\"kopf_re\"], rec[\"kopf_ka\"],\n clean(rec[\"fzg_hersteller_id\"]), clean(rec[\"fzg_typ\"]),\n clean(rec[\"fzg_baujahr\"]), clean(rec[\"fzg_dach\"]),\n clean(rec[\"fzg_antrieb\"]), rec[\"fzg_leasing\"],\n clean(rec[\"fzg_rad_stand\"]), clean(rec[\"fzg_seitentuer\"]),\n clean(rec[\"fzg_wand\"]),\n ),\n )\n\n mengen = comp_mengen(rec[\"struktur_data_json\"])\n for modul_id, art in rec[\"artikel_data_json\"].items():\n con.execute(\"INSERT OR IGNORE INTO module (modul_id) VALUES (?)\", (modul_id,))\n preis_liste = art[\"preis_liste\"]\n rabatt_wert = art[\"rabatt_wert\"]\n rabatt_prozent = (rabatt_wert / preis_liste * 100) if preis_liste else None\n con.execute(\n \"INSERT INTO positionen (auftrag_id, modul_id, menge, einkaufspreis, \"\n \"preis_liste, preis, rabatt_wert, rabatt_prozent, aufschlag_wert, aw_wert, typ) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,?)\",\n (key, modul_id, mengen.get(modul_id), art[\"einkaufspreis\"], preis_liste,\n art[\"preis\"], rabatt_wert, rabatt_prozent, art[\"aufschlag_wert\"],\n art[\"aw_wert\"], art[\"typ\"]),\n )\n\n con.commit()\n\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n print(f\"kunden {n('kunden')}\")\n print(f\"auftraege {n('auftraege')}\")\n print(f\"module {n('module')}\")\n print(f\"positionen {n('positionen')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":44,"oldLines":7,"newStart":44,"newLines":7,"lines":[" "," "," def norm_land(landeskenner):","- return LAND_MAP.get(clean(landeskenner).upper(), None)","+ return LAND_MAP.get(str(clean(landeskenner)).upper(), None)"," "," "," def parse_key(key):"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"c4a0e294-4622-46ec-97b4-8de9b5c8b644","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07/data","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"main"}
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{"parentUuid":"0f5f9c70-5563-449b-b224-2ef2955a4689","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnWn7m4XTVKouBLVmBcN","type":"message","role":"assistant","content":[{"type":"text","text":"Wenn Statistik zu wenig hergibt oder die Empfehlung Sprache/Kontext braucht statt Häufigkeit. Konkret:\n\n- **Kaltstart / dünne Daten**: zu wenige Aufträge pro Gruppe für belastbares Ko-Vorkommen. Das LLM zieht aus Produktbeschreibungen/Katalog „passt technisch zusammen\", auch ohne dass es je zusammen verkauft wurde.\n- **Semantik statt IDs**: Empfehlung über Freitext (Bauteil-Klartext, Kundenanfrage, Fahrzeugbeschreibung) — Ähnlichkeit auf Bedeutungsebene, nicht auf `modul_id`-Gleichheit. Meist als Embedding-Suche, nicht als Chat.\n- **Regeln/Constraints in Prosa**: „passt nur bei Hochdach\", „nicht mit Antrieb F kombinierbar\" — Kompatibilitätswissen, das nirgends strukturiert vorliegt, sondern in Doku/Text steckt.\n- **Begründung + Dialog**: Kunde fragt zurück, will Alternativen, Budgetgrenze, „warum das\". Da ist das LLM die Interaktionsschicht.\n- **Cross-Domain-Transfer**: Muster von einem Fahrzeugtyp auf einen neuen übertragen, den es in den Daten kaum gibt.\n\nWo Statistik reicht — genug gleichartige Aufträge, Empfehlung = „was wird üblicherweise mitbestellt\" — ist das LLM Overkill und schlechter: es rät plausibel, wo Zählen exakt ist, und ist teurer/langsamer.\n\nFür 1828 Aufträge mit klaren `fzg_typ`-Gruppen ist der ehrliche Fall: **Ko-Vorkommen als Engine, LLM nur für Sprache**. Ein „echtes\" Empfehlungs-LLM lohnt hier erst, wenn Katalog-/Kompatibilitätstext oder Freitext-Anfragen dazukommen."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1746,"cache_read_input_tokens":55196,"output_tokens":850,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1746,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":850,"cache_read_input_tokens":55196,"cache_creation_input_tokens":1746,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1746},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnWn6B4XNsBmGjNcwDn5","type":"assistant","uuid":"7677a579-92e8-4bfe-ae4c-9b45fe8a33e5","timestamp":"2026-07-07T10:09:32.166Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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konfidenz: Option<f64>,\n27\t bestaetigt: Option<i64>,\n28\t quelle_primaer: Option<String>,\n29\t}\n30\t\n31\t#[tauri::command]\n32\tfn list_kunden_360() -> Result<Vec<Kunde360>, String> {\n33\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n34\t let mut stmt = con\n35\t .prepare(\n36\t \"SELECT kunde_id, name_roh, name_1, strasse, plz, land, n_auftraege, \\\n37\t umsatz_netto, branche_text, gewerk, segment, mitarbeiter_kl, gruendungsjahr, \\\n38\t rechtsform, website, ort, konfidenz, bestaetigt, quelle_primaer \\\n39\t FROM v_kunde_360 ORDER BY name_roh\",\n40\t )\n41\t .map_err(|e| e.to_string())?;\n42\t let rows = stmt\n43\t .query_map([], |r| {\n44\t Ok(Kunde360 {\n45\t kunde_id: r.get(0)?,\n46\t name_roh: r.get(1)?,\n47\t name_1: r.get(2)?,\n48\t strasse: r.get(3)?,\n49\t plz: r.get(4)?,\n50\t land: r.get(5)?,\n51\t n_auftraege: r.get(6)?,\n52\t umsatz_netto: r.get(7)?,\n53\t branche_text: r.get(8)?,\n54\t gewerk: r.get(9)?,\n55\t segment: r.get(10)?,\n56\t mitarbeiter_kl: r.get(11)?,\n57\t gruendungsjahr: r.get(12)?,\n58\t rechtsform: r.get(13)?,\n59\t website: r.get(14)?,\n60\t ort: r.get(15)?,\n61\t konfidenz: r.get(16)?,\n62\t bestaetigt: r.get(17)?,\n63\t quelle_primaer: r.get(18)?,\n64\t })\n65\t })\n66\t .map_err(|e| e.to_string())?;\n67\t let mut out = Vec::new();\n68\t for row in rows {\n69\t out.push(row.map_err(|e| e.to_string())?);\n70\t }\n71\t Ok(out)\n72\t}\n73\t\n74\t#[derive(Serialize)]\n75\tstruct Auftrag {\n76\t kunde_id: i64,\n77\t auftrag_id: String,\n78\t datum: Option<String>,\n79\t fzg_klasse: Option<String>,\n80\t fzg_hersteller: Option<String>,\n81\t fzg_modell: Option<String>,\n82\t fzg_groesse: Option<String>,\n83\t umsatz_netto: f64, // Landeswährung\n84\t umsatz_eur: f64, // umgerechnet\n85\t waehrung: Option<String>,\n86\t wechselkurs: Option<f64>,\n87\t kurs_datum: Option<String>,\n88\t quotation_state: Option<String>,\n89\t}\n90\t\n91\t#[tauri::command]\n92\tfn list_auftraege() -> Result<Vec<Auftrag>, String> {\n93\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n94\t let mut stmt = con\n95\t .prepare(\n96\t \"SELECT a.kunde_id, a.auftrag_id, a.datum, f.fzg_klasse, f.hersteller, \\\n97\t f.modell, f.groesse, a.kundenpreis_netto, \\\n98\t a.kundenpreis_netto / COALESCE(a.wechselkurs, 1) AS umsatz_eur, \\\n99\t a.waehrung, a.wechselkurs, a.kurs_datum, a.quotation_state \\\n100\t FROM auftraege a LEFT JOIN auftrag_fzg f USING (auftrag_id) \\\n101\t ORDER BY a.datum DESC\",\n102\t )\n103\t .map_err(|e| e.to_string())?;\n104\t let rows = stmt\n105\t .query_map([], |r| {\n106\t Ok(Auftrag {\n107\t kunde_id: r.get(0)?,\n108\t auftrag_id: r.get(1)?,\n109\t datum: r.get(2)?,\n110\t fzg_klasse: r.get(3)?,\n111\t fzg_hersteller: r.get(4)?,\n112\t fzg_modell: r.get(5)?,\n113\t fzg_groesse: r.get(6)?,\n114\t umsatz_netto: r.get(7)?,\n115\t umsatz_eur: r.get(8)?,\n116\t waehrung: r.get(9)?,\n117\t wechselkurs: r.get(10)?,\n118\t kurs_datum: r.get(11)?,\n119\t quotation_state: r.get(12)?,\n120\t })\n121\t })\n122\t .map_err(|e| e.to_string())?;\n123\t let mut out = Vec::new();\n124\t for row in rows {\n125\t out.push(row.map_err(|e| e.to_string())?);\n126\t }\n127\t Ok(out)\n128\t}\n129\t\n130\t#[derive(Serialize)]\n131\tstruct Position {\n132\t modul_id: String,\n133\t artikelnummer: Option<String>,\n134\t klartext: String,\n135\t menge: i64,\n136\t einzelpreis: f64,\n137\t pos_wert: f64,\n138\t eur_wert: f64,\n139\t}\n140\t\n141\t#[tauri::command]\n142\tfn list_positionen(auftrag_id: String) -> Result<Vec<Position>, String> {\n143\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n144\t let mut stmt = con\n145\t .prepare(\n146\t \"SELECT p.modul_id, m.artikelnummer, COALESCE(m.klartext, p.modul_id), \\\n147\t COALESCE(p.menge, 1), p.preis, p.preis * COALESCE(p.menge, 1) AS pos_wert, \\\n148\t p.preis * COALESCE(p.menge, 1) / COALESCE(a.wechselkurs, 1) AS eur_wert \\\n149\t FROM positionen p LEFT JOIN module m USING (modul_id) \\\n150\t JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n151\t WHERE p.auftrag_id = ?1 ORDER BY pos_wert DESC\",\n152\t )\n153\t .map_err(|e| e.to_string())?;\n154\t let rows = stmt\n155\t .query_map([auftrag_id], |r| {\n156\t Ok(Position {\n157\t modul_id: r.get(0)?,\n158\t artikelnummer: r.get(1)?,\n159\t klartext: r.get(2)?,\n160\t menge: r.get(3)?,\n161\t einzelpreis: r.get(4)?,\n162\t pos_wert: r.get(5)?,\n163\t eur_wert: r.get(6)?,\n164\t })\n165\t })\n166\t .map_err(|e| e.to_string())?;\n167\t let mut out = Vec::new();\n168\t for row in rows {\n169\t out.push(row.map_err(|e| e.to_string())?);\n170\t }\n171\t Ok(out)\n172\t}\n173\t\n174\t// ---------------------------------------------------------------------------\n175\t// Natursprache-Assistent: Frage -> Claude erzeugt read-only SQL + Chart-Spec\n176\t// -> Rust prüft (nur SELECT) und führt aus -> Frontend rendert.\n177\t// ---------------------------------------------------------------------------\n178\t\n179\t#[derive(Serialize)]\n180\tstruct AiAntwort {\n181\t frage: String,\n182\t sql: String,\n183\t chart: String, // kpi | bar | table\n184\t label: Option<String>, // Spaltenname für Kategorie\n185\t value: Option<String>, // Spaltenname für Wert\n186\t titel: String,\n187\t erklaerung: String,\n188\t columns: Vec<String>,\n189\t rows: Vec<Vec<serde_json::Value>>,\n190\t}\n191\t\n192\tfn read_api_key() -> Result<String, String> {\n193\t let home = std::env::var(\"HOME\").map_err(|_| \"HOME nicht gesetzt\".to_string())?;\n194\t let path = format!(\"{home}/.ssh/anthropic_api_key\");\n195\t let content =\n196\t std::fs::read_to_string(&path).map_err(|e| format!(\"Key-Datei {path}: {e}\"))?;\n197\t content\n198\t .lines()\n199\t .map(|l| l.trim())\n200\t .find(|l| l.starts_with(\"sk-ant-\"))\n201\t .map(|s| s.to_string())\n202\t .ok_or_else(|| format!(\"kein sk-ant-Key in {path}\"))\n203\t}\n204\t\n205\tfn db_schema(con: &Connection) -> Result<String, String> {\n206\t let mut stmt = con\n207\t .prepare(\n208\t \"SELECT sql FROM sqlite_master \\\n209\t WHERE type IN ('table','view') AND sql IS NOT NULL \\\n210\t AND name NOT LIKE 'sqlite_%' ORDER BY type DESC, name\",\n211\t )\n212\t .map_err(|e| e.to_string())?;\n213\t let rows = stmt\n214\t .query_map([], |r| r.get::<_, String>(0))\n215\t .map_err(|e| e.to_string())?;\n216\t let mut out = String::new();\n217\t for r in rows {\n218\t out.push_str(&r.map_err(|e| e.to_string())?);\n219\t out.push_str(\";\\n\");\n220\t }\n221\t Ok(out)\n222\t}\n223\t\n224\tfn is_read_only(sql: &str) -> bool {\n225\t let up = sql.trim().to_uppercase();\n226\t if !(up.starts_with(\"SELECT\") || up.starts_with(\"WITH\")) {\n227\t return false;\n228\t }\n229\t // kein Statement-Trenner (nur SELECT), keine schreibenden Schlüsselwörter\n230\t if sql.trim_end().trim_end_matches(';').contains(';') {\n231\t return false;\n232\t }\n233\t const VERBOTEN: [&str; 9] = [\n234\t \"INSERT \", \"UPDATE \", \"DELETE \", \"DROP \", \"ALTER \", \"CREATE \", \"ATTACH \",\n235\t \"PRAGMA \", \"REPLACE \",\n236\t ];\n237\t !VERBOTEN.iter().any(|w| up.contains(w))\n238\t}\n239\t\n240\tfn cell_to_json(v: rusqlite::types::ValueRef) -> serde_json::Value {\n241\t use rusqlite::types::ValueRef;\n242\t match v {\n243\t ValueRef::Null => serde_json::Value::Null,\n244\t ValueRef::Integer(n) => serde_json::Value::from(n),\n245\t ValueRef::Real(f) => serde_json::Value::from(f),\n246\t ValueRef::Text(t) => serde_json::Value::from(String::from_utf8_lossy(t).to_string()),\n247\t ValueRef::Blob(_) => serde_json::Value::from(\"<blob>\"),\n248\t }\n249\t}\n250\t\n251\tconst SYSTEM_TMPL: &str = \"Du übersetzt deutsche Fragen in **eine** SQLite-Abfrage über die \\\n252\tfolgende Datenbank und wählst die beste Visualisierung. Antworte AUSSCHLIESSLICH mit einem \\\n253\tJSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\n\\\n254\tSchema:\\n{SCHEMA}\\n\\\n255\tHinweise:\\n\\\n256\t- Nur eine read-only SELECT-Abfrage (ggf. mit WITH). Kein Semikolon, kein INSERT/UPDATE/DELETE/DDL.\\n\\\n257\t- Beträge liegen in Landeswährung; EUR = Betrag / COALESCE(wechselkurs,1). auftraege.kundenpreis_netto ist der Auftragswert.\\n\\\n258\t- v_kunde_360.umsatz_netto ist bereits EUR-normiert. gewerk/land/segment kommen aus der Anreicherung.\\n\\\n259\t- Kunden-Anzeigename ist kunden.name_roh (bzw. v_kunde_360.name_roh), NICHT name_1.\\n\\\n260\t- Für Rankings/Vergleiche LIMIT setzen (z.B. 10). Spaltennamen sprechend aliasen.\\n\\n\\\n261\tJSON-Format:\\n\\\n262\t{\\\"sql\\\": \\\"<SELECT ...>\\\", \\\"chart\\\": \\\"kpi|bar|table\\\", \\\"label\\\": \\\"<Spalte für Kategorie oder null>\\\", \\\n263\t\\\"value\\\": \\\"<Spalte für Wert oder null>\\\", \\\"titel\\\": \\\"<kurzer Titel>\\\", \\\"erklaerung\\\": \\\"<1 Satz>\\\"}\\n\\\n264\t- chart=kpi: eine Kennzahl (value = die Wertspalte). chart=bar: label + value. chart=table: sonst.\";\n265\t\n266\t// Ein Claude-Aufruf (system + eine User-Nachricht), gibt den text-Block zurück.\n267\t// Im Thinking-Modus steht ein thinking-Block vor dem text-Block -> gezielt den text-Block nehmen.\n268\tfn claude_text(\n269\t modell: &str,\n270\t thinking: bool,\n271\t max_tokens_plain: u32,\n272\t system: &str,\n273\t user: &str,\n274\t) -> Result<String, String> {\n275\t let key = read_api_key()?;\n276\t // Thinking-Konfiguration je Modell; bei Thinking mehr Output-Budget\n277\t let (thinking_cfg, max_tokens) = if !thinking {\n278\t (serde_json::json!({\"type\": \"disabled\"}), max_tokens_plain)\n279\t } else if modell.starts_with(\"claude-haiku\") {\n280\t (serde_json::json!({\"type\": \"enabled\", \"budget_tokens\": 2000}), 4096)\n281\t } else {\n282\t (serde_json::json!({\"type\": \"adaptive\"}), 4096)\n283\t };\n284\t\n285\t let body = serde_json::json!({\n286\t \"model\": modell,\n287\t \"max_tokens\": max_tokens,\n288\t \"thinking\": thinking_cfg,\n289\t \"system\": system,\n290\t \"messages\": [{\"role\": \"user\", \"content\": user}]\n291\t });\n292\t\n293\t let client = reqwest::blocking::Client::builder()\n294\t .timeout(std::time::Duration::from_secs(60))\n295\t .build()\n296\t .map_err(|e| e.to_string())?;\n297\t let resp = client\n298\t .post(\"https://api.anthropic.com/v1/messages\")\n299\t .header(\"x-api-key\", key)\n300\t .header(\"anthropic-version\", \"2023-06-01\")\n301\t .header(\"content-type\", \"application/json\")\n302\t .json(&body)\n303\t .send()\n304\t .map_err(|e| format!(\"API-Aufruf fehlgeschlagen: {e}\"))?;\n305\t\n306\t let status = resp.status();\n307\t let json: serde_json::Value = resp.json().map_err(|e| e.to_string())?;\n308\t if !status.is_success() {\n309\t return Err(format!(\"API {status}: {}\", json));\n310\t }\n311\t json[\"content\"]\n312\t .as_array()\n313\t .and_then(|blocks| {\n314\t blocks\n315\t .iter()\n316\t .find(|b| b[\"type\"] == \"text\")\n317\t .and_then(|b| b[\"text\"].as_str())\n318\t })\n319\t .map(|s| s.to_string())\n320\t .ok_or_else(|| format!(\"kein Text in API-Antwort: {json}\"))\n321\t}\n322\t\n323\t// JSON-Objekt aus dem Antworttext herausschneiden (erstes { bis letztes })\n324\tfn json_objekt(text: &str) -> Result<serde_json::Value, String> {\n325\t let start = text.find('{').ok_or(\"kein JSON in der Antwort\")?;\n326\t let end = text.rfind('}').ok_or(\"kein JSON in der Antwort\")?;\n327\t serde_json::from_str(&text[start..=end]).map_err(|e| format!(\"JSON-Parse: {e}\"))\n328\t}\n329\t\n330\tfn frage_ai_inner(frage: String, modell: String, thinking: bool) -> Result<AiAntwort, String> {\n331\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n332\t let schema = db_schema(&con)?;\n333\t let system = SYSTEM_TMPL.replace(\"{SCHEMA}\", &schema);\n334\t\n335\t // Modell auf erlaubte Werte begrenzen\n336\t let modell = match modell.as_str() {\n337\t \"claude-opus-4-8\" | \"claude-sonnet-5\" | \"claude-haiku-4-5\" => modell,\n338\t _ => \"claude-sonnet-5\".to_string(),\n339\t };\n340\t\n341\t let text = claude_text(&modell, thinking, 1024, &system, &frage)?;\n342\t let spec = json_objekt(&text)?;\n343\t\n344\t let sql = spec[\"sql\"].as_str().unwrap_or(\"\").trim().to_string();\n345\t if !is_read_only(&sql) {\n346\t return Err(format!(\"Abfrage abgelehnt (nicht read-only): {sql}\"));\n347\t }\n348\t let chart = spec[\"chart\"].as_str().unwrap_or(\"table\").to_string();\n349\t let label = spec[\"label\"].as_str().map(|s| s.to_string());\n350\t let value = spec[\"value\"].as_str().map(|s| s.to_string());\n351\t let titel = spec[\"titel\"].as_str().unwrap_or(\"\").to_string();\n352\t let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n353\t\n354\t let mut stmt = con.prepare(&sql).map_err(|e| format!(\"SQL-Fehler: {e}\"))?;\n355\t let columns: Vec<String> = stmt.column_names().iter().map(|s| s.to_string()).collect();\n356\t let ncol = columns.len();\n357\t let rows_iter = stmt\n358\t .query_map([], |r| {\n359\t let mut row = Vec::with_capacity(ncol);\n360\t for i in 0..ncol {\n361\t row.push(cell_to_json(r.get_ref(i)?));\n362\t }\n363\t Ok(row)\n364\t })\n365\t .map_err(|e| e.to_string())?;\n366\t let mut rows = Vec::new();\n367\t for r in rows_iter {\n368\t rows.push(r.map_err(|e| e.to_string())?);\n369\t }\n370\t\n371\t Ok(AiAntwort {\n372\t frage,\n373\t sql,\n374\t chart,\n375\t label,\n376\t value,\n377\t titel,\n378\t erklaerung,\n379\t columns,\n380\t rows,\n381\t })\n382\t}\n383\t\n384\t#[tauri::command]\n385\tasync fn frage_ai(frage: String, modell: String, thinking: bool) -> Result<AiAntwort, String> {\n386\t tauri::async_runtime::spawn_blocking(move || frage_ai_inner(frage, modell, thinking))\n387\t .await\n388\t .map_err(|e| e.to_string())?\n389\t}\n390\t\n391\t// ---------------------------------------------------------------------------\n392\t// Vorschlagsengine: Profil (Gewerk / Land / Größe / Fahrzeug) -> Korrelations-\n393\t// analyse über den Bestand: je Merkmal wird gemessen, ob es die Modulwahl\n394\t// verschiebt; Merkmale ohne Einfluss fließen nicht in den Bereich ein.\n395\t// Je Modul: Anteil im Bereich vs. gesamt (Lift). Claude macht aus den Zahlen\n396\t// die Vorschlagskonfiguration mit Begründung. Harte Regeln (Tabelle regeln)\n397\t// flaggen Konflikte mit dem gewählten Fahrzeug, sperren aber nicht.\n398\t// ---------------------------------------------------------------------------\n399\t\n400\t#[derive(Serialize, Clone)]\n401\tstruct KorrModul {\n402\t modul_id: String,\n403\t klartext: String,\n404\t n_bereich: i64,\n405\t p_bereich: f64, // Anteil der Bereichs-Aufträge mit diesem Modul (0..1)\n406\t p_gesamt: f64,\n407\t lift: f64,\n408\t}\n409\t\n410\t#[derive(Serialize)]\n411\tstruct VorschlagPosition {\n412\t modul_id: String,\n413\t artikelnummer: Option<String>,\n414\t klartext: String,\n415\t menge: i64,\n416\t einzelpreis_eur: f64, // Ø aus den Bereichs-Aufträgen\n417\t begruendung: String,\n418\t p_bereich: f64,\n419\t p_gesamt: f64,\n420\t lift: f64,\n421\t flag: Option<String>, // Regelkonflikt mit dem gewählten Fahrzeug\n422\t}\n423\t\n424\t#[derive(Serialize)]\n425\tstruct VorschlagAntwort {\n426\t n_basis: i64, // Aufträge im Bereich\n427\t n_gesamt: i64,\n428\t mit_einfluss: Vec<String>,\n429\t ohne_einfluss: Vec<String>,\n430\t erklaerung: String,\n431\t positionen: Vec<VorschlagPosition>,\n432\t korrelationen: Vec<KorrModul>,\n433\t}\n434\t\n435\t// Einfluss-Kriterium: ein Merkmal zählt nur, wenn es die Modulwahl messbar\n436\t// verschiebt — mindestens MIN_VERSCHOBEN Module mit Lift außerhalb\n437\t// [LIFT_TIEF, LIFT_HOCH] (Überrepräsentation ab MIN_SUPPORT Aufträgen im\n438\t// Segment, Unterrepräsentation nur bei global gängigen Modulen). Segmente\n439\t// unter MIN_SEGMENT Aufträgen tragen keine belastbare Aussage.\n440\tconst MIN_SUPPORT: i64 = 3;\n441\tconst MIN_SEGMENT: i64 = 5;\n442\tconst LIFT_HOCH: f64 = 1.5;\n443\tconst LIFT_TIEF: f64 = 0.5;\n444\tconst MIN_VERSCHOBEN: usize = 2;\n445\t\n446\tconst ORDER_JOINS: &str = \"auftraege a \\\n447\t JOIN kunden k ON k.kunde_id = a.kunde_id \\\n448\t LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n449\t LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n450\t\n451\tconst POS_JOINS: &str = \"positionen p \\\n452\t JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n453\t JOIN kunden k ON k.kunde_id = a.kunde_id \\\n454\t LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n455\t LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n456\t\n457\tfn where_und(conds: &[&str]) -> String {\n458\t if conds.is_empty() {\n459\t \"1=1\".to_string()\n460\t } else {\n461\t conds.join(\" AND \")\n462\t }\n463\t}\n464\t\n465\tfn order_count(con: &Connection, conds: &[&str], werte: &[&String]) -> Result<i64, String> {\n466\t con.query_row(\n467\t &format!(\n468\t \"SELECT COUNT(DISTINCT a.auftrag_id) FROM {ORDER_JOINS} WHERE {}\",\n469\t where_und(conds)\n470\t ),\n471\t rusqlite::params_from_iter(werte.iter()),\n472\t |r| r.get(0),\n473\t )\n474\t .map_err(|e| e.to_string())\n475\t}\n476\t\n477\t// Modul -> Anzahl Aufträge (distinct) im Segment\n478\tfn modul_counts(\n479\t con: &Connection,\n480\t conds: &[&str],\n481\t werte: &[&String],\n482\t) -> Result<std::collections::HashMap<String, i64>, String> {\n483\t let mut stmt = con\n484\t .prepare(&format!(\n485\t \"SELECT p.modul_id, COUNT(DISTINCT p.auftrag_id) \\\n486\t FROM {POS_JOINS} \\\n487\t WHERE {} GROUP BY p.modul_id\",\n488\t where_und(conds)\n489\t ))\n490\t .map_err(|e| e.to_string())?;\n491\t let rows = stmt\n492\t .query_map(rusqlite::params_from_iter(werte.iter()), |r| {\n493\t Ok((r.get::<_, String>(0)?, r.get::<_, i64>(1)?))\n494\t })\n495\t .map_err(|e| e.to_string())?;\n496\t let mut out = std::collections::HashMap::new();\n497\t for row in rows {\n498\t let (id, n) = row.map_err(|e| e.to_string())?;\n499\t out.insert(id, n);\n500\t }\n501\t Ok(out)\n502\t}\n503\t\n504\tconst VORSCHLAG_TMPL: &str = \"Du konfigurierst Würth-Fahrzeugeinrichtungen. Grundlage ist eine \\\n505\tKorrelationsanalyse über den Auftragsbestand: je Modul der Anteil der Aufträge im Bereich \\\n506\t(= Profil), die es enthalten, verglichen mit dem Gesamtbestand (Lift = Anteil Bereich / Anteil \\\n507\tgesamt). Stelle EINE stimmige Vorschlagskonfiguration zusammen. Antworte AUSSCHLIESSLICH mit \\\n508\teinem JSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\\n509\tRegeln:\\n\\\n510\t- Verwende ausschließlich modul_id-Werte aus der Liste.\\n\\\n511\t- Bevorzuge Module mit hohem Anteil im Bereich; hoher Lift heißt charakteristisch für den Bereich.\\n\\\n512\t- Eine komplette Einrichtung, typisch 6-15 Positionen; menge ganzzahlig, an der Ø-Menge orientiert.\\n\\\n513\t- begruendung je Position: kurz, mit Zahlen aus der Analyse (z. B. 'in 68 % der Aufträge im Bereich, Lift 2,1').\\n\\\n514\t- erklaerung: 2-3 Sätze zur Konfiguration; nenne auch, welche Profilmerkmale eingeflossen sind \\\n515\tund welche ohne Einfluss blieben.\\n\\\n516\tJSON-Format:\\n\\\n517\t{\\\"erklaerung\\\": \\\"<2-3 Sätze>\\\", \\\"positionen\\\": [{\\\"modul_id\\\": \\\"<aus Liste>\\\", \\\"menge\\\": 1, \\\n518\t\\\"begruendung\\\": \\\"<kurz>\\\"}]}\";\n519\t\n520\tfn vorschlag_ai_inner(\n521\t gewerk: String,\n522\t land: String,\n523\t groesse: String,\n524\t fzg_klasse: String,\n525\t fzg_groesse: String,\n526\t) -> Result<VorschlagAntwort, String> {\n527\t let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n528\t let n_gesamt = order_count(&con, &[], &[])?;\n529\t\n530\t // Globale Modul-Statistik (Klartext, Artikelnummer, Häufigkeit im Gesamtbestand)\n531\t struct ModulInfo {\n532\t klartext: String,\n533\t artikelnummer: Option<String>,\n534\t n_all: i64,\n535\t }\n536\t let mut stmt = con\n537\t .prepare(\n538\t \"SELECT p.modul_id, COALESCE(m.klartext, p.modul_id), m.artikelnummer, \\\n539\t COUNT(DISTINCT p.auftrag_id) \\\n540\t FROM positionen p LEFT JOIN module m ON m.modul_id = p.modul_id \\\n541\t GROUP BY p.modul_id\",\n542\t )\n543\t .map_err(|e| e.to_string())?;\n544\t let rows = stmt\n545\t .query_map([], |r| {\n546\t Ok((\n547\t r.get::<_, String>(0)?,\n548\t ModulInfo {\n549\t klartext: r.get(1)?,\n550\t artikelnummer: r.get(2)?,\n551\t n_all: r.get(3)?,\n552\t },\n553\t ))\n554\t })\n555\t .map_err(|e| e.to_string())?;\n556\t let mut global = std::collections::HashMap::new();\n557\t for row in rows {\n558\t let (id, info) = row.map_err(|e| e.to_string())?;\n559\t global.insert(id, info);\n560\t }\n561\t\n562\t // Merkmals-Relevanz: verschiebt das einzelne Merkmal die Modulwahl?\n563\t let gesetzt: Vec<(&str, &str, &String)> = [\n564\t (\"Branche\", \"f.gewerk = ?\", &gewerk),\n565\t (\"Land\", \"k.land = ?\", &land),\n566\t (\"Größe\", \"f.mitarbeiter_kl = ?\", &groesse),\n567\t (\"Fahrzeugklasse\", \"v.fzg_klasse = ?\", &fzg_klasse),\n568\t (\"Fahrzeuggröße\", \"v.groesse = ?\", &fzg_groesse),\n569\t ]\n570\t .into_iter()\n571\t .filter(|(_, _, w)| !w.is_empty())\n572\t .collect();\n573\t\n574\t let mut mit_einfluss: Vec<String> = Vec::new();\n575\t let mut ohne_einfluss: Vec<String> = Vec::new();\n576\t let mut b_conds: Vec<&str> = Vec::new();\n577\t let mut b_werte: Vec<&String> = Vec::new();\n578\t for (name, cond, wert) in &gesetzt {\n579\t let m = order_count(&con, &[cond], &[wert])?;\n580\t let einfluss = if m < MIN_SEGMENT {\n581\t false\n582\t } else {\n583\t let seg = modul_counts(&con, &[cond], &[wert])?;\n584\t let verschoben = global\n585\t .iter()\n586\t .filter(|(id, info)| {\n587\t let n_seg = *seg.get(*id).unwrap_or(&0);\n588\t let p_seg = n_seg as f64 / m as f64;\n589\t let p_all = info.n_all as f64 / n_gesamt as f64;\n590\t let lift = p_seg / p_all;\n591\t (n_seg >= MIN_SUPPORT && lift >= LIFT_HOCH)\n592\t || (info.n_all >= MIN_SEGMENT && lift <= LIFT_TIEF)\n593\t })\n594\t .count();\n595\t verschoben >= MIN_VERSCHOBEN\n596\t };\n597\t if einfluss {\n598\t mit_einfluss.push(name.to_string());\n599\t b_conds.push(cond);\n600\t b_werte.push(wert);\n601\t } else {\n602\t ohne_einfluss.push(name.to_string());\n603\t }\n604\t }\n605\t\n606\t // Bereich = Schnitt der einflussreichen Merkmale (keine -> Gesamtbestand)\n607\t let n_basis = order_count(&con, &b_conds, &b_werte)?;\n608\t if n_basis == 0 {\n609\t return Err(\n610\t \"Die einflussreichen Merkmale treffen zusammen keine Aufträge.\".to_string(),\n611\t );\n612\t }\n613\t let ber_counts = modul_counts(&con, &b_conds, &b_werte)?;\n614\t\n615\t // Ø Menge und Ø Preis (EUR) je Modul aus den Bereichs-Aufträgen\n616\t let mut stmt = con\n617\t .prepare(&format!(\n618\t \"SELECT p.modul_id, AVG(COALESCE(p.menge, 1)), \\\n619\t AVG(p.preis / COALESCE(a.wechselkurs, 1)) \\\n620\t FROM {POS_JOINS} \\\n621\t WHERE {} GROUP BY p.modul_id\",\n622\t where_und(&b_conds)\n623\t ))\n624\t .map_err(|e| e.to_string())?;\n625\t let rows = stmt\n626\t .query_map(rusqlite::params_from_iter(b_werte.iter()), |r| {\n627\t Ok((r.get::<_, String>(0)?, (r.get::<_, f64>(1)?, r.get::<_, f64>(2)?)))\n628\t })\n629\t .map_err(|e| e.to_string())?;\n630\t let mut ber_preise = std::collections::HashMap::new();\n631\t for row in rows {\n632\t let (id, mp) = row.map_err(|e| e.to_string())?;\n633\t ber_preise.insert(id, mp);\n634\t }\n635\t\n636\t // Korrelationstabelle: wiederkehrende Module des Bereichs mit Lift\n637\t let mut korrelationen: Vec<KorrModul> = ber_counts\n638\t .iter()\n639\t .filter(|(_, n)| **n >= 2)\n640\t .map(|(id, n)| {\n641\t let info = &global[id];\n642\t let p_bereich = *n as f64 / n_basis as f64;\n643\t let p_gesamt = info.n_all as f64 / n_gesamt as f64;\n644\t KorrModul {\n645\t modul_id: id.clone(),\n646\t klartext: info.klartext.clone(),\n647\t n_bereich: *n,\n648\t p_bereich,\n649\t p_gesamt,\n650\t lift: p_bereich / p_gesamt,\n651\t }\n652\t })\n653\t .collect();\n654\t korrelationen.sort_unstable_by(|a, b| {\n655\t b.n_bereich\n656\t .cmp(&a.n_bereich)\n657\t .then(b.lift.total_cmp(&a.lift))\n658\t });\n659\t korrelationen.truncate(60);\n660\t if korrelationen.is_empty() {\n661\t return Err(\"Keine wiederkehrenden Module im Bereich.\".to_string());\n662\t }\n663\t\n664\t // Prompt: Profilstatus + Korrelationszeilen\n665\t let mut user = String::from(\"Profil:\\n\");\n666\t for (name, _, wert) in [\n667\t (\"Branche\", \"\", &gewerk),\n668\t (\"Land\", \"\", &land),\n669\t (\"Größe (Mitarbeiter)\", \"\", &groesse),\n670\t (\"Fahrzeugklasse\", \"\", &fzg_klasse),\n671\t (\"Fahrzeuggröße\", \"\", &fzg_groesse),\n672\t ] {\n673\t let kurz = name.split(' ').next().unwrap();\n674\t let status = if wert.is_empty() {\n675\t \"nicht gesetzt\".to_string()\n676\t } else if mit_einfluss.iter().any(|e| e == kurz) {\n677\t format!(\"{wert} (eingeflossen)\")\n678\t } else {\n679\t format!(\"{wert} (ohne messbaren Einfluss auf die Modulwahl — ignoriert)\")\n680\t };\n681\t user.push_str(&format!(\"- {name}: {status}\\n\"));\n682\t }\n683\t user.push_str(&format!(\n684\t \"Bereich: {n_basis} von {n_gesamt} Aufträgen.\\n\\n\\\n685\t Korrelationen (modul_id | Bezeichnung | Artikelnr | Anteil Bereich | Anteil gesamt | Lift | Ø Menge | Ø Preis EUR):\\n\"\n686\t ));\n687\t for k in &korrelationen {\n688\t let (avg_menge, avg_preis) = ber_preise[&k.modul_id];\n689\t user.push_str(&format!(\n690\t \"{} | {} | {} | {:.0} % ({} von {}) | {:.0} % | {:.2} | {:.1} | {:.2}\\n\",\n691\t k.modul_id,\n692\t k.klartext,\n693\t global[&k.modul_id].artikelnummer.as_deref().unwrap_or(\"—\"),\n694\t 100.0 * k.p_bereich,\n695\t k.n_bereich,\n696\t n_basis,\n697\t 100.0 * k.p_gesamt,\n698\t k.lift,\n699\t avg_menge,\n700\t avg_preis\n701\t ));\n702\t }\n703\t\n704\t let text = claude_text(\"claude-sonnet-5\", true, 4096, VORSCHLAG_TMPL, &user)?;\n705\t let spec = json_objekt(&text)?;\n706\t\n707\t let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n708\t let pos_arr = spec[\"positionen\"]\n709\t .as_array()\n710\t .ok_or(\"keine positionen im LLM-JSON\")?;\n711\t\n712\t // Regelabgleich gegen das gewählte Fahrzeug: flaggt, sperrt nicht.\n713\t // Ohne gewähltes Fahrzeug greift keine der (fahrzeugbedingten) Regeln.\n714\t let mut regel_stmt = con\n715\t .prepare(\n716\t \"SELECT text FROM regeln \\\n717\t WHERE (fzg_klasse IS NULL OR fzg_klasse = ?1) \\\n718\t AND (groesse_muster IS NULL OR ?2 LIKE groesse_muster) \\\n719\t AND (?3 LIKE klartext_muster OR ?4 LIKE klartext_muster) \\\n720\t LIMIT 1\",\n721\t )\n722\t .map_err(|e| e.to_string())?;\n723\t\n724\t let korr_map: std::collections::HashMap<&str, &KorrModul> = korrelationen\n725\t .iter()\n726\t .map(|k| (k.modul_id.as_str(), k))\n727\t .collect();\n728\t let mut positionen = Vec::new();\n729\t for p in pos_arr {\n730\t let id = p[\"modul_id\"].as_str().ok_or(\"modul_id fehlt im LLM-JSON\")?;\n731\t let menge = p[\"menge\"]\n732\t .as_i64()\n733\t .ok_or_else(|| format!(\"menge fehlt bei {id}\"))?;\n734\t let k = korr_map\n735\t .get(id)\n736\t .ok_or_else(|| format!(\"LLM lieferte modul_id außerhalb der Korrelationsliste: {id}\"))?;\n737\t let flag: Option<String> = regel_stmt\n738\t .query_row(\n739\t rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],\n740\t |r| r.get(0),\n741\t )\n742\t .optional()\n743\t .map_err(|e| e.to_string())?;\n744\t positionen.push(VorschlagPosition {\n745\t modul_id: id.to_string(),\n746\t artikelnummer: global[id].artikelnummer.clone(),\n747\t klartext: k.klartext.clone(),\n748\t menge,\n749\t einzelpreis_eur: ber_preise[id].1,\n750\t begruendung: p[\"begruendung\"].as_str().unwrap_or(\"\").to_string(),\n751\t p_bereich: k.p_bereich,\n752\t p_gesamt: k.p_gesamt,\n753\t lift: k.lift,\n754\t flag,\n755\t });\n756\t }\n757\t\n758\t Ok(VorschlagAntwort {\n759\t n_basis,\n760\t n_gesamt,\n761\t mit_einfluss,\n762\t ohne_einfluss,\n763\t erklaerung,\n764\t positionen,\n765\t korrelationen,\n766\t })\n767\t}\n768\t\n769\t#[tauri::command]\n770\tasync fn vorschlag_ai(\n771\t gewerk: String,\n772\t land: String,\n773\t groesse: String,\n774\t fzg_klasse: String,\n775\t fzg_groesse: String,\n776\t) -> Result<VorschlagAntwort, String> {\n777\t tauri::async_runtime::spawn_blocking(move || {\n778\t vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)\n779\t })\n780\t .await\n781\t .map_err(|e| e.to_string())?\n782\t}\n783\t\n784\t#[cfg_attr(mobile, tauri::mobile_entry_point)]\n785\tpub fn run() {\n786\t tauri::Builder::default()\n787\t .plugin(tauri_plugin_opener::init())\n788\t .invoke_handler(tauri::generate_handler![\n789\t list_kunden_360,\n790\t list_auftraege,\n791\t list_positionen,\n792\t frage_ai,\n793\t vorschlag_ai\n794\t ])\n795\t .run(tauri::generate_context!())\n796\t .expect(\"error while running tauri application\");\n797\t}\n798\t"}]},"uuid":"140430c1-ec10-4d40-b1b0-5075b2dc9899","timestamp":"2026-07-07T10:19:01.051Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","content":"use rusqlite::{Connection, OptionalExtension};\nuse serde::Serialize;\n\nconst DB_PATH: &str = concat!(env!(\"CARGO_MANIFEST_DIR\"), \"/../data/wuerth.db\");\n\n#[derive(Serialize)]\nstruct Kunde360 {\n kunde_id: i64,\n // geliefert\n name_roh: String,\n name_1: Option<String>,\n strasse: Option<String>,\n plz: Option<String>,\n land: Option<String>,\n n_auftraege: i64,\n umsatz_netto: f64,\n // angereichert\n branche_text: Option<String>,\n gewerk: Option<String>,\n segment: Option<String>,\n mitarbeiter_kl: Option<String>,\n gruendungsjahr: Option<i64>,\n rechtsform: Option<String>,\n website: Option<String>,\n ort: Option<String>,\n konfidenz: Option<f64>,\n bestaetigt: Option<i64>,\n quelle_primaer: Option<String>,\n}\n\n#[tauri::command]\nfn list_kunden_360() -> Result<Vec<Kunde360>, String> {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let mut stmt = con\n .prepare(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land, n_auftraege, \\\n umsatz_netto, branche_text, gewerk, segment, mitarbeiter_kl, gruendungsjahr, \\\n rechtsform, website, ort, konfidenz, bestaetigt, quelle_primaer \\\n FROM v_kunde_360 ORDER BY name_roh\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([], |r| {\n Ok(Kunde360 {\n kunde_id: r.get(0)?,\n name_roh: r.get(1)?,\n name_1: r.get(2)?,\n strasse: r.get(3)?,\n plz: r.get(4)?,\n land: r.get(5)?,\n n_auftraege: r.get(6)?,\n umsatz_netto: r.get(7)?,\n branche_text: r.get(8)?,\n gewerk: r.get(9)?,\n segment: r.get(10)?,\n mitarbeiter_kl: r.get(11)?,\n gruendungsjahr: r.get(12)?,\n rechtsform: r.get(13)?,\n website: r.get(14)?,\n ort: r.get(15)?,\n konfidenz: r.get(16)?,\n bestaetigt: r.get(17)?,\n quelle_primaer: r.get(18)?,\n })\n })\n .map_err(|e| e.to_string())?;\n let mut out = Vec::new();\n for row in rows {\n out.push(row.map_err(|e| e.to_string())?);\n }\n Ok(out)\n}\n\n#[derive(Serialize)]\nstruct Auftrag {\n kunde_id: i64,\n auftrag_id: String,\n datum: Option<String>,\n fzg_klasse: Option<String>,\n fzg_hersteller: Option<String>,\n fzg_modell: Option<String>,\n fzg_groesse: Option<String>,\n umsatz_netto: f64, // Landeswährung\n umsatz_eur: f64, // umgerechnet\n waehrung: Option<String>,\n wechselkurs: Option<f64>,\n kurs_datum: Option<String>,\n quotation_state: Option<String>,\n}\n\n#[tauri::command]\nfn list_auftraege() -> Result<Vec<Auftrag>, String> {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let mut stmt = con\n .prepare(\n \"SELECT a.kunde_id, a.auftrag_id, a.datum, f.fzg_klasse, f.hersteller, \\\n f.modell, f.groesse, a.kundenpreis_netto, \\\n a.kundenpreis_netto / COALESCE(a.wechselkurs, 1) AS umsatz_eur, \\\n a.waehrung, a.wechselkurs, a.kurs_datum, a.quotation_state \\\n FROM auftraege a LEFT JOIN auftrag_fzg f USING (auftrag_id) \\\n ORDER BY a.datum DESC\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([], |r| {\n Ok(Auftrag {\n kunde_id: r.get(0)?,\n auftrag_id: r.get(1)?,\n datum: r.get(2)?,\n fzg_klasse: r.get(3)?,\n fzg_hersteller: r.get(4)?,\n fzg_modell: r.get(5)?,\n fzg_groesse: r.get(6)?,\n umsatz_netto: r.get(7)?,\n umsatz_eur: r.get(8)?,\n waehrung: r.get(9)?,\n wechselkurs: r.get(10)?,\n kurs_datum: r.get(11)?,\n quotation_state: r.get(12)?,\n })\n })\n .map_err(|e| e.to_string())?;\n let mut out = Vec::new();\n for row in rows {\n out.push(row.map_err(|e| e.to_string())?);\n }\n Ok(out)\n}\n\n#[derive(Serialize)]\nstruct Position {\n modul_id: String,\n artikelnummer: Option<String>,\n klartext: String,\n menge: i64,\n einzelpreis: f64,\n pos_wert: f64,\n eur_wert: f64,\n}\n\n#[tauri::command]\nfn list_positionen(auftrag_id: String) -> Result<Vec<Position>, String> {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let mut stmt = con\n .prepare(\n \"SELECT p.modul_id, m.artikelnummer, COALESCE(m.klartext, p.modul_id), \\\n COALESCE(p.menge, 1), p.preis, p.preis * COALESCE(p.menge, 1) AS pos_wert, \\\n p.preis * COALESCE(p.menge, 1) / COALESCE(a.wechselkurs, 1) AS eur_wert \\\n FROM positionen p LEFT JOIN module m USING (modul_id) \\\n JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n WHERE p.auftrag_id = ?1 ORDER BY pos_wert DESC\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([auftrag_id], |r| {\n Ok(Position {\n modul_id: r.get(0)?,\n artikelnummer: r.get(1)?,\n klartext: r.get(2)?,\n menge: r.get(3)?,\n einzelpreis: r.get(4)?,\n pos_wert: r.get(5)?,\n eur_wert: r.get(6)?,\n })\n })\n .map_err(|e| e.to_string())?;\n let mut out = Vec::new();\n for row in rows {\n out.push(row.map_err(|e| e.to_string())?);\n }\n Ok(out)\n}\n\n// ---------------------------------------------------------------------------\n// Natursprache-Assistent: Frage -> Claude erzeugt read-only SQL + Chart-Spec\n// -> Rust prüft (nur SELECT) und führt aus -> Frontend rendert.\n// ---------------------------------------------------------------------------\n\n#[derive(Serialize)]\nstruct AiAntwort {\n frage: String,\n sql: String,\n chart: String, // kpi | bar | table\n label: Option<String>, // Spaltenname für Kategorie\n value: Option<String>, // Spaltenname für Wert\n titel: String,\n erklaerung: String,\n columns: Vec<String>,\n rows: Vec<Vec<serde_json::Value>>,\n}\n\nfn read_api_key() -> Result<String, String> {\n let home = std::env::var(\"HOME\").map_err(|_| \"HOME nicht gesetzt\".to_string())?;\n let path = format!(\"{home}/.ssh/anthropic_api_key\");\n let content =\n std::fs::read_to_string(&path).map_err(|e| format!(\"Key-Datei {path}: {e}\"))?;\n content\n .lines()\n .map(|l| l.trim())\n .find(|l| l.starts_with(\"sk-ant-\"))\n .map(|s| s.to_string())\n .ok_or_else(|| format!(\"kein sk-ant-Key in {path}\"))\n}\n\nfn db_schema(con: &Connection) -> Result<String, String> {\n let mut stmt = con\n .prepare(\n \"SELECT sql FROM sqlite_master \\\n WHERE type IN ('table','view') AND sql IS NOT NULL \\\n AND name NOT LIKE 'sqlite_%' ORDER BY type DESC, name\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([], |r| r.get::<_, String>(0))\n .map_err(|e| e.to_string())?;\n let mut out = String::new();\n for r in rows {\n out.push_str(&r.map_err(|e| e.to_string())?);\n out.push_str(\";\\n\");\n }\n Ok(out)\n}\n\nfn is_read_only(sql: &str) -> bool {\n let up = sql.trim().to_uppercase();\n if !(up.starts_with(\"SELECT\") || up.starts_with(\"WITH\")) {\n return false;\n }\n // kein Statement-Trenner (nur SELECT), keine schreibenden Schlüsselwörter\n if sql.trim_end().trim_end_matches(';').contains(';') {\n return false;\n }\n const VERBOTEN: [&str; 9] = [\n \"INSERT \", \"UPDATE \", \"DELETE \", \"DROP \", \"ALTER \", \"CREATE \", \"ATTACH \",\n \"PRAGMA \", \"REPLACE \",\n ];\n !VERBOTEN.iter().any(|w| up.contains(w))\n}\n\nfn cell_to_json(v: rusqlite::types::ValueRef) -> serde_json::Value {\n use rusqlite::types::ValueRef;\n match v {\n ValueRef::Null => serde_json::Value::Null,\n ValueRef::Integer(n) => serde_json::Value::from(n),\n ValueRef::Real(f) => serde_json::Value::from(f),\n ValueRef::Text(t) => serde_json::Value::from(String::from_utf8_lossy(t).to_string()),\n ValueRef::Blob(_) => serde_json::Value::from(\"<blob>\"),\n }\n}\n\nconst SYSTEM_TMPL: &str = \"Du übersetzt deutsche Fragen in **eine** SQLite-Abfrage über die \\\nfolgende Datenbank und wählst die beste Visualisierung. Antworte AUSSCHLIESSLICH mit einem \\\nJSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\n\\\nSchema:\\n{SCHEMA}\\n\\\nHinweise:\\n\\\n- Nur eine read-only SELECT-Abfrage (ggf. mit WITH). Kein Semikolon, kein INSERT/UPDATE/DELETE/DDL.\\n\\\n- Beträge liegen in Landeswährung; EUR = Betrag / COALESCE(wechselkurs,1). auftraege.kundenpreis_netto ist der Auftragswert.\\n\\\n- v_kunde_360.umsatz_netto ist bereits EUR-normiert. gewerk/land/segment kommen aus der Anreicherung.\\n\\\n- Kunden-Anzeigename ist kunden.name_roh (bzw. v_kunde_360.name_roh), NICHT name_1.\\n\\\n- Für Rankings/Vergleiche LIMIT setzen (z.B. 10). Spaltennamen sprechend aliasen.\\n\\n\\\nJSON-Format:\\n\\\n{\\\"sql\\\": \\\"<SELECT ...>\\\", \\\"chart\\\": \\\"kpi|bar|table\\\", \\\"label\\\": \\\"<Spalte für Kategorie oder null>\\\", \\\n\\\"value\\\": \\\"<Spalte für Wert oder null>\\\", \\\"titel\\\": \\\"<kurzer Titel>\\\", \\\"erklaerung\\\": \\\"<1 Satz>\\\"}\\n\\\n- chart=kpi: eine Kennzahl (value = die Wertspalte). chart=bar: label + value. chart=table: sonst.\";\n\n// Ein Claude-Aufruf (system + eine User-Nachricht), gibt den text-Block zurück.\n// Im Thinking-Modus steht ein thinking-Block vor dem text-Block -> gezielt den text-Block nehmen.\nfn claude_text(\n modell: &str,\n thinking: bool,\n max_tokens_plain: u32,\n system: &str,\n user: &str,\n) -> Result<String, String> {\n let key = read_api_key()?;\n // Thinking-Konfiguration je Modell; bei Thinking mehr Output-Budget\n let (thinking_cfg, max_tokens) = if !thinking {\n (serde_json::json!({\"type\": \"disabled\"}), max_tokens_plain)\n } else if modell.starts_with(\"claude-haiku\") {\n (serde_json::json!({\"type\": \"enabled\", \"budget_tokens\": 2000}), 4096)\n } else {\n (serde_json::json!({\"type\": \"adaptive\"}), 4096)\n };\n\n let body = serde_json::json!({\n \"model\": modell,\n \"max_tokens\": max_tokens,\n \"thinking\": thinking_cfg,\n \"system\": system,\n \"messages\": [{\"role\": \"user\", \"content\": user}]\n });\n\n let client = reqwest::blocking::Client::builder()\n .timeout(std::time::Duration::from_secs(60))\n .build()\n .map_err(|e| e.to_string())?;\n let resp = client\n .post(\"https://api.anthropic.com/v1/messages\")\n .header(\"x-api-key\", key)\n .header(\"anthropic-version\", \"2023-06-01\")\n .header(\"content-type\", \"application/json\")\n .json(&body)\n .send()\n .map_err(|e| format!(\"API-Aufruf fehlgeschlagen: {e}\"))?;\n\n let status = resp.status();\n let json: serde_json::Value = resp.json().map_err(|e| e.to_string())?;\n if !status.is_success() {\n return Err(format!(\"API {status}: {}\", json));\n }\n json[\"content\"]\n .as_array()\n .and_then(|blocks| {\n blocks\n .iter()\n .find(|b| b[\"type\"] == \"text\")\n .and_then(|b| b[\"text\"].as_str())\n })\n .map(|s| s.to_string())\n .ok_or_else(|| format!(\"kein Text in API-Antwort: {json}\"))\n}\n\n// JSON-Objekt aus dem Antworttext herausschneiden (erstes { bis letztes })\nfn json_objekt(text: &str) -> Result<serde_json::Value, String> {\n let start = text.find('{').ok_or(\"kein JSON in der Antwort\")?;\n let end = text.rfind('}').ok_or(\"kein JSON in der Antwort\")?;\n serde_json::from_str(&text[start..=end]).map_err(|e| format!(\"JSON-Parse: {e}\"))\n}\n\nfn frage_ai_inner(frage: String, modell: String, thinking: bool) -> Result<AiAntwort, String> {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let schema = db_schema(&con)?;\n let system = SYSTEM_TMPL.replace(\"{SCHEMA}\", &schema);\n\n // Modell auf erlaubte Werte begrenzen\n let modell = match modell.as_str() {\n \"claude-opus-4-8\" | \"claude-sonnet-5\" | \"claude-haiku-4-5\" => modell,\n _ => \"claude-sonnet-5\".to_string(),\n };\n\n let text = claude_text(&modell, thinking, 1024, &system, &frage)?;\n let spec = json_objekt(&text)?;\n\n let sql = spec[\"sql\"].as_str().unwrap_or(\"\").trim().to_string();\n if !is_read_only(&sql) {\n return Err(format!(\"Abfrage abgelehnt (nicht read-only): {sql}\"));\n }\n let chart = spec[\"chart\"].as_str().unwrap_or(\"table\").to_string();\n let label = spec[\"label\"].as_str().map(|s| s.to_string());\n let value = spec[\"value\"].as_str().map(|s| s.to_string());\n let titel = spec[\"titel\"].as_str().unwrap_or(\"\").to_string();\n let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n\n let mut stmt = con.prepare(&sql).map_err(|e| format!(\"SQL-Fehler: {e}\"))?;\n let columns: Vec<String> = stmt.column_names().iter().map(|s| s.to_string()).collect();\n let ncol = columns.len();\n let rows_iter = stmt\n .query_map([], |r| {\n let mut row = Vec::with_capacity(ncol);\n for i in 0..ncol {\n row.push(cell_to_json(r.get_ref(i)?));\n }\n Ok(row)\n })\n .map_err(|e| e.to_string())?;\n let mut rows = Vec::new();\n for r in rows_iter {\n rows.push(r.map_err(|e| e.to_string())?);\n }\n\n Ok(AiAntwort {\n frage,\n sql,\n chart,\n label,\n value,\n titel,\n erklaerung,\n columns,\n rows,\n })\n}\n\n#[tauri::command]\nasync fn frage_ai(frage: String, modell: String, thinking: bool) -> Result<AiAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || frage_ai_inner(frage, modell, thinking))\n .await\n .map_err(|e| e.to_string())?\n}\n\n// ---------------------------------------------------------------------------\n// Vorschlagsengine: Profil (Gewerk / Land / Größe / Fahrzeug) -> Korrelations-\n// analyse über den Bestand: je Merkmal wird gemessen, ob es die Modulwahl\n// verschiebt; Merkmale ohne Einfluss fließen nicht in den Bereich ein.\n// Je Modul: Anteil im Bereich vs. gesamt (Lift). Claude macht aus den Zahlen\n// die Vorschlagskonfiguration mit Begründung. Harte Regeln (Tabelle regeln)\n// flaggen Konflikte mit dem gewählten Fahrzeug, sperren aber nicht.\n// ---------------------------------------------------------------------------\n\n#[derive(Serialize, Clone)]\nstruct KorrModul {\n modul_id: String,\n klartext: String,\n n_bereich: i64,\n p_bereich: f64, // Anteil der Bereichs-Aufträge mit diesem Modul (0..1)\n p_gesamt: f64,\n lift: f64,\n}\n\n#[derive(Serialize)]\nstruct VorschlagPosition {\n modul_id: String,\n artikelnummer: Option<String>,\n klartext: String,\n menge: i64,\n einzelpreis_eur: f64, // Ø aus den Bereichs-Aufträgen\n begruendung: String,\n p_bereich: f64,\n p_gesamt: f64,\n lift: f64,\n flag: Option<String>, // Regelkonflikt mit dem gewählten Fahrzeug\n}\n\n#[derive(Serialize)]\nstruct VorschlagAntwort {\n n_basis: i64, // Aufträge im Bereich\n n_gesamt: i64,\n mit_einfluss: Vec<String>,\n ohne_einfluss: Vec<String>,\n erklaerung: String,\n positionen: Vec<VorschlagPosition>,\n korrelationen: Vec<KorrModul>,\n}\n\n// Einfluss-Kriterium: ein Merkmal zählt nur, wenn es die Modulwahl messbar\n// verschiebt — mindestens MIN_VERSCHOBEN Module mit Lift außerhalb\n// [LIFT_TIEF, LIFT_HOCH] (Überrepräsentation ab MIN_SUPPORT Aufträgen im\n// Segment, Unterrepräsentation nur bei global gängigen Modulen). Segmente\n// unter MIN_SEGMENT Aufträgen tragen keine belastbare Aussage.\nconst MIN_SUPPORT: i64 = 3;\nconst MIN_SEGMENT: i64 = 5;\nconst LIFT_HOCH: f64 = 1.5;\nconst LIFT_TIEF: f64 = 0.5;\nconst MIN_VERSCHOBEN: usize = 2;\n\nconst ORDER_JOINS: &str = \"auftraege a \\\n JOIN kunden k ON k.kunde_id = a.kunde_id \\\n LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n\nconst POS_JOINS: &str = \"positionen p \\\n JOIN auftraege a ON a.auftrag_id = p.auftrag_id \\\n JOIN kunden k ON k.kunde_id = a.kunde_id \\\n LEFT JOIN kunde_firmendaten f ON f.kunde_id = a.kunde_id \\\n LEFT JOIN auftrag_fzg v ON v.auftrag_id = a.auftrag_id\";\n\nfn where_und(conds: &[&str]) -> String {\n if conds.is_empty() {\n \"1=1\".to_string()\n } else {\n conds.join(\" AND \")\n }\n}\n\nfn order_count(con: &Connection, conds: &[&str], werte: &[&String]) -> Result<i64, String> {\n con.query_row(\n &format!(\n \"SELECT COUNT(DISTINCT a.auftrag_id) FROM {ORDER_JOINS} WHERE {}\",\n where_und(conds)\n ),\n rusqlite::params_from_iter(werte.iter()),\n |r| r.get(0),\n )\n .map_err(|e| e.to_string())\n}\n\n// Modul -> Anzahl Aufträge (distinct) im Segment\nfn modul_counts(\n con: &Connection,\n conds: &[&str],\n werte: &[&String],\n) -> Result<std::collections::HashMap<String, i64>, String> {\n let mut stmt = con\n .prepare(&format!(\n \"SELECT p.modul_id, COUNT(DISTINCT p.auftrag_id) \\\n FROM {POS_JOINS} \\\n WHERE {} GROUP BY p.modul_id\",\n where_und(conds)\n ))\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map(rusqlite::params_from_iter(werte.iter()), |r| {\n Ok((r.get::<_, String>(0)?, r.get::<_, i64>(1)?))\n })\n .map_err(|e| e.to_string())?;\n let mut out = std::collections::HashMap::new();\n for row in rows {\n let (id, n) = row.map_err(|e| e.to_string())?;\n out.insert(id, n);\n }\n Ok(out)\n}\n\nconst VORSCHLAG_TMPL: &str = \"Du konfigurierst Würth-Fahrzeugeinrichtungen. Grundlage ist eine \\\nKorrelationsanalyse über den Auftragsbestand: je Modul der Anteil der Aufträge im Bereich \\\n(= Profil), die es enthalten, verglichen mit dem Gesamtbestand (Lift = Anteil Bereich / Anteil \\\ngesamt). Stelle EINE stimmige Vorschlagskonfiguration zusammen. Antworte AUSSCHLIESSLICH mit \\\neinem JSON-Objekt, keine Erklärung davor/danach, keine Markdown-Zäune.\\n\\\nRegeln:\\n\\\n- Verwende ausschließlich modul_id-Werte aus der Liste.\\n\\\n- Bevorzuge Module mit hohem Anteil im Bereich; hoher Lift heißt charakteristisch für den Bereich.\\n\\\n- Eine komplette Einrichtung, typisch 6-15 Positionen; menge ganzzahlig, an der Ø-Menge orientiert.\\n\\\n- begruendung je Position: kurz, mit Zahlen aus der Analyse (z. B. 'in 68 % der Aufträge im Bereich, Lift 2,1').\\n\\\n- erklaerung: 2-3 Sätze zur Konfiguration; nenne auch, welche Profilmerkmale eingeflossen sind \\\nund welche ohne Einfluss blieben.\\n\\\nJSON-Format:\\n\\\n{\\\"erklaerung\\\": \\\"<2-3 Sätze>\\\", \\\"positionen\\\": [{\\\"modul_id\\\": \\\"<aus Liste>\\\", \\\"menge\\\": 1, \\\n\\\"begruendung\\\": \\\"<kurz>\\\"}]}\";\n\nfn vorschlag_ai_inner(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result<VorschlagAntwort, String> {\n let con = Connection::open(DB_PATH).map_err(|e| e.to_string())?;\n let n_gesamt = order_count(&con, &[], &[])?;\n\n // Globale Modul-Statistik (Klartext, Artikelnummer, Häufigkeit im Gesamtbestand)\n struct ModulInfo {\n klartext: String,\n artikelnummer: Option<String>,\n n_all: i64,\n }\n let mut stmt = con\n .prepare(\n \"SELECT p.modul_id, COALESCE(m.klartext, p.modul_id), m.artikelnummer, \\\n COUNT(DISTINCT p.auftrag_id) \\\n FROM positionen p LEFT JOIN module m ON m.modul_id = p.modul_id \\\n GROUP BY p.modul_id\",\n )\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map([], |r| {\n Ok((\n r.get::<_, String>(0)?,\n ModulInfo {\n klartext: r.get(1)?,\n artikelnummer: r.get(2)?,\n n_all: r.get(3)?,\n },\n ))\n })\n .map_err(|e| e.to_string())?;\n let mut global = std::collections::HashMap::new();\n for row in rows {\n let (id, info) = row.map_err(|e| e.to_string())?;\n global.insert(id, info);\n }\n\n // Merkmals-Relevanz: verschiebt das einzelne Merkmal die Modulwahl?\n let gesetzt: Vec<(&str, &str, &String)> = [\n (\"Branche\", \"f.gewerk = ?\", &gewerk),\n (\"Land\", \"k.land = ?\", &land),\n (\"Größe\", \"f.mitarbeiter_kl = ?\", &groesse),\n (\"Fahrzeugklasse\", \"v.fzg_klasse = ?\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"v.groesse = ?\", &fzg_groesse),\n ]\n .into_iter()\n .filter(|(_, _, w)| !w.is_empty())\n .collect();\n\n let mut mit_einfluss: Vec<String> = Vec::new();\n let mut ohne_einfluss: Vec<String> = Vec::new();\n let mut b_conds: Vec<&str> = Vec::new();\n let mut b_werte: Vec<&String> = Vec::new();\n for (name, cond, wert) in &gesetzt {\n let m = order_count(&con, &[cond], &[wert])?;\n let einfluss = if m < MIN_SEGMENT {\n false\n } else {\n let seg = modul_counts(&con, &[cond], &[wert])?;\n let verschoben = global\n .iter()\n .filter(|(id, info)| {\n let n_seg = *seg.get(*id).unwrap_or(&0);\n let p_seg = n_seg as f64 / m as f64;\n let p_all = info.n_all as f64 / n_gesamt as f64;\n let lift = p_seg / p_all;\n (n_seg >= MIN_SUPPORT && lift >= LIFT_HOCH)\n || (info.n_all >= MIN_SEGMENT && lift <= LIFT_TIEF)\n })\n .count();\n verschoben >= MIN_VERSCHOBEN\n };\n if einfluss {\n mit_einfluss.push(name.to_string());\n b_conds.push(cond);\n b_werte.push(wert);\n } else {\n ohne_einfluss.push(name.to_string());\n }\n }\n\n // Bereich = Schnitt der einflussreichen Merkmale (keine -> Gesamtbestand)\n let n_basis = order_count(&con, &b_conds, &b_werte)?;\n if n_basis == 0 {\n return Err(\n \"Die einflussreichen Merkmale treffen zusammen keine Aufträge.\".to_string(),\n );\n }\n let ber_counts = modul_counts(&con, &b_conds, &b_werte)?;\n\n // Ø Menge und Ø Preis (EUR) je Modul aus den Bereichs-Aufträgen\n let mut stmt = con\n .prepare(&format!(\n \"SELECT p.modul_id, AVG(COALESCE(p.menge, 1)), \\\n AVG(p.preis / COALESCE(a.wechselkurs, 1)) \\\n FROM {POS_JOINS} \\\n WHERE {} GROUP BY p.modul_id\",\n where_und(&b_conds)\n ))\n .map_err(|e| e.to_string())?;\n let rows = stmt\n .query_map(rusqlite::params_from_iter(b_werte.iter()), |r| {\n Ok((r.get::<_, String>(0)?, (r.get::<_, f64>(1)?, r.get::<_, f64>(2)?)))\n })\n .map_err(|e| e.to_string())?;\n let mut ber_preise = std::collections::HashMap::new();\n for row in rows {\n let (id, mp) = row.map_err(|e| e.to_string())?;\n ber_preise.insert(id, mp);\n }\n\n // Korrelationstabelle: wiederkehrende Module des Bereichs mit Lift\n let mut korrelationen: Vec<KorrModul> = ber_counts\n .iter()\n .filter(|(_, n)| **n >= 2)\n .map(|(id, n)| {\n let info = &global[id];\n let p_bereich = *n as f64 / n_basis as f64;\n let p_gesamt = info.n_all as f64 / n_gesamt as f64;\n KorrModul {\n modul_id: id.clone(),\n klartext: info.klartext.clone(),\n n_bereich: *n,\n p_bereich,\n p_gesamt,\n lift: p_bereich / p_gesamt,\n }\n })\n .collect();\n korrelationen.sort_unstable_by(|a, b| {\n b.n_bereich\n .cmp(&a.n_bereich)\n .then(b.lift.total_cmp(&a.lift))\n });\n korrelationen.truncate(60);\n if korrelationen.is_empty() {\n return Err(\"Keine wiederkehrenden Module im Bereich.\".to_string());\n }\n\n // Prompt: Profilstatus + Korrelationszeilen\n let mut user = String::from(\"Profil:\\n\");\n for (name, _, wert) in [\n (\"Branche\", \"\", &gewerk),\n (\"Land\", \"\", &land),\n (\"Größe (Mitarbeiter)\", \"\", &groesse),\n (\"Fahrzeugklasse\", \"\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"\", &fzg_groesse),\n ] {\n let kurz = name.split(' ').next().unwrap();\n let status = if wert.is_empty() {\n \"nicht gesetzt\".to_string()\n } else if mit_einfluss.iter().any(|e| e == kurz) {\n format!(\"{wert} (eingeflossen)\")\n } else {\n format!(\"{wert} (ohne messbaren Einfluss auf die Modulwahl — ignoriert)\")\n };\n user.push_str(&format!(\"- {name}: {status}\\n\"));\n }\n user.push_str(&format!(\n \"Bereich: {n_basis} von {n_gesamt} Aufträgen.\\n\\n\\\n Korrelationen (modul_id | Bezeichnung | Artikelnr | Anteil Bereich | Anteil gesamt | Lift | Ø Menge | Ø Preis EUR):\\n\"\n ));\n for k in &korrelationen {\n let (avg_menge, avg_preis) = ber_preise[&k.modul_id];\n user.push_str(&format!(\n \"{} | {} | {} | {:.0} % ({} von {}) | {:.0} % | {:.2} | {:.1} | {:.2}\\n\",\n k.modul_id,\n k.klartext,\n global[&k.modul_id].artikelnummer.as_deref().unwrap_or(\"—\"),\n 100.0 * k.p_bereich,\n k.n_bereich,\n n_basis,\n 100.0 * k.p_gesamt,\n k.lift,\n avg_menge,\n avg_preis\n ));\n }\n\n let text = claude_text(\"claude-sonnet-5\", true, 4096, VORSCHLAG_TMPL, &user)?;\n let spec = json_objekt(&text)?;\n\n let erklaerung = spec[\"erklaerung\"].as_str().unwrap_or(\"\").to_string();\n let pos_arr = spec[\"positionen\"]\n .as_array()\n .ok_or(\"keine positionen im LLM-JSON\")?;\n\n // Regelabgleich gegen das gewählte Fahrzeug: flaggt, sperrt nicht.\n // Ohne gewähltes Fahrzeug greift keine der (fahrzeugbedingten) Regeln.\n let mut regel_stmt = con\n .prepare(\n \"SELECT text FROM regeln \\\n WHERE (fzg_klasse IS NULL OR fzg_klasse = ?1) \\\n AND (groesse_muster IS NULL OR ?2 LIKE groesse_muster) \\\n AND (?3 LIKE klartext_muster OR ?4 LIKE klartext_muster) \\\n LIMIT 1\",\n )\n .map_err(|e| e.to_string())?;\n\n let korr_map: std::collections::HashMap<&str, &KorrModul> = korrelationen\n .iter()\n .map(|k| (k.modul_id.as_str(), k))\n .collect();\n let mut positionen = Vec::new();\n for p in pos_arr {\n let id = p[\"modul_id\"].as_str().ok_or(\"modul_id fehlt im LLM-JSON\")?;\n let menge = p[\"menge\"]\n .as_i64()\n .ok_or_else(|| format!(\"menge fehlt bei {id}\"))?;\n let k = korr_map\n .get(id)\n .ok_or_else(|| format!(\"LLM lieferte modul_id außerhalb der Korrelationsliste: {id}\"))?;\n let flag: Option<String> = regel_stmt\n .query_row(\n rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],\n |r| r.get(0),\n )\n .optional()\n .map_err(|e| e.to_string())?;\n positionen.push(VorschlagPosition {\n modul_id: id.to_string(),\n artikelnummer: global[id].artikelnummer.clone(),\n klartext: k.klartext.clone(),\n menge,\n einzelpreis_eur: ber_preise[id].1,\n begruendung: p[\"begruendung\"].as_str().unwrap_or(\"\").to_string(),\n p_bereich: k.p_bereich,\n p_gesamt: k.p_gesamt,\n lift: k.lift,\n flag,\n });\n }\n\n Ok(VorschlagAntwort {\n n_basis,\n n_gesamt,\n mit_einfluss,\n ohne_einfluss,\n erklaerung,\n positionen,\n korrelationen,\n })\n}\n\n#[tauri::command]\nasync fn vorschlag_ai(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result<VorschlagAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)\n })\n .await\n .map_err(|e| e.to_string())?\n}\n\n#[cfg_attr(mobile, tauri::mobile_entry_point)]\npub fn run() {\n tauri::Builder::default()\n .plugin(tauri_plugin_opener::init())\n .invoke_handler(tauri::generate_handler![\n list_kunden_360,\n list_auftraege,\n list_positionen,\n frage_ai,\n vorschlag_ai\n ])\n .run(tauri::generate_context!())\n .expect(\"error while running tauri application\");\n}\n","numLines":798,"startLine":1,"totalLines":798}},"sourceToolAssistantUUID":"18f14ea1-1adc-4b52-98b0-9520824e04be","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"099dcfd7-773b-4cce-8ad1-0fc5d189aeef","isSidechain":false,"promptId":"a300ae26-2a29-4e62-acda-b6b07f6c2ee1","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CBC8dRCT7yuuqvhSixjGTu","type":"tool_result","content":"=== Tabs / vorschlag im Frontend ===\n74:const activeTab = ref<\"data\" | \"kpis\" | \"fragen\" | \"vorschlag\">(\"data\");\n329: chart: string; // kpi | bar | table\n408:// ---- Vorschlagsengine (vorschlag_ai) ----\n409:interface VorschlagPosition {\n429:interface VorschlagAntwort {\n435: positionen: VorschlagPosition[];\n457:const vAntwort = ref<VorschlagAntwort | null>(null);\n492:async function vorschlagen() {\n499: vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n524: <nav class=\"tabs\" role=\"tablist\">\n526: class=\"tab\"\n527: :class=\"{ on: activeTab === 'data' }\"\n528: @click=\"activeTab = 'data'\"\n533: class=\"tab\"\n534: :class=\"{ on: activeTab === 'kpis' }\"\n535: @click=\"activeTab = 'kpis'\"\n540: class=\"tab\"\n541: :class=\"{ on: activeTab === 'fragen' }\"\n542: @click=\"activeTab = 'fragen'\"\n547: class=\"tab\"\n548: :class=\"{ on: activeTab === 'vorschlag' }\"\n549: @click=\"activeTab = 'vorschlag'\"\n551: Vorschlag\n555: <h1>{{ activeTab === \"kpis\" ? \"KPIs\" : activeTab === \"vorschlag\" ? \"Vorschlag\" : \"Kundenstamm\" }}</h1>\n562: <div class=\"tools\" v-show=\"activeTab === 'data'\">\n606: <main class=\"grid\" v-show=\"activeTab === 'data'\">\n680: <section class=\"kpis\" v-show=\"activeTab === 'kpis'\">\n723: <section class=\"fragen\" v-show=\"activeTab === 'fragen'\">\n773: <div v-else class=\"aitable-wrap\">\n774: <table class=\"aitable\">\n783: </table>\n793: <section class=\"vorschlag\" v-show=\"activeTab === 'vorschlag'\">\n831: <button class=\"fragebtn\" @click=\"vorschlagen()\" :disabled=\"vLaden\">\n832: {{ vLaden ? \"…\" : \"Vorschlag erzeugen\" }}\n840: <h3>Vorschlagskonfiguration</h3>\n851: <table class=\"stueck\">\n895: </table>\n900: <table v-if=\"vKorrOffen\" class=\"stueck korrtable\">\n921: </table>\n962: <table v-else class=\"stueck\">\n1002: </table>\n1158: font-variant-numeric: tabular-nums;\n1186: font-variant-numeric: tabular-nums;\n1289: font-variant-numeric: tabular-nums;\n1370: font-variant-numeric: tabular-nums;\n1437: font-variant-numeric: tabular-nums;\n1445: font-variant-numeric: tabular-nums;\n1498:/* Tab-Steuerung oben links */\n1505:.tabs {\n1513:.tab {","is_error":false}]},"uuid":"0f7115f9-61ee-4607-b910-26daf80d2a45","timestamp":"2026-07-07T10:19:23.538Z","toolUseResult":{"stdout":"=== Tabs / vorschlag im Frontend ===\n74:const activeTab = ref<\"data\" | \"kpis\" | \"fragen\" | \"vorschlag\">(\"data\");\n329: chart: string; // kpi | bar | table\n408:// ---- Vorschlagsengine (vorschlag_ai) ----\n409:interface VorschlagPosition {\n429:interface VorschlagAntwort {\n435: positionen: VorschlagPosition[];\n457:const vAntwort = ref<VorschlagAntwort | null>(null);\n492:async function vorschlagen() {\n499: vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n524: <nav class=\"tabs\" role=\"tablist\">\n526: class=\"tab\"\n527: :class=\"{ on: activeTab === 'data' }\"\n528: @click=\"activeTab = 'data'\"\n533: class=\"tab\"\n534: :class=\"{ on: activeTab === 'kpis' }\"\n535: @click=\"activeTab = 'kpis'\"\n540: class=\"tab\"\n541: :class=\"{ on: activeTab === 'fragen' }\"\n542: @click=\"activeTab = 'fragen'\"\n547: class=\"tab\"\n548: :class=\"{ on: activeTab === 'vorschlag' }\"\n549: @click=\"activeTab = 'vorschlag'\"\n551: Vorschlag\n555: <h1>{{ activeTab === \"kpis\" ? \"KPIs\" : activeTab === \"vorschlag\" ? \"Vorschlag\" : \"Kundenstamm\" }}</h1>\n562: <div class=\"tools\" v-show=\"activeTab === 'data'\">\n606: <main class=\"grid\" v-show=\"activeTab === 'data'\">\n680: <section class=\"kpis\" v-show=\"activeTab === 'kpis'\">\n723: <section class=\"fragen\" v-show=\"activeTab === 'fragen'\">\n773: <div v-else class=\"aitable-wrap\">\n774: <table class=\"aitable\">\n783: </table>\n793: <section class=\"vorschlag\" v-show=\"activeTab === 'vorschlag'\">\n831: <button class=\"fragebtn\" @click=\"vorschlagen()\" :disabled=\"vLaden\">\n832: {{ vLaden ? \"…\" : \"Vorschlag erzeugen\" }}\n840: <h3>Vorschlagskonfiguration</h3>\n851: <table class=\"stueck\">\n895: </table>\n900: <table v-if=\"vKorrOffen\" class=\"stueck korrtable\">\n921: </table>\n962: <table v-else class=\"stueck\">\n1002: </table>\n1158: font-variant-numeric: tabular-nums;\n1186: font-variant-numeric: tabular-nums;\n1289: font-variant-numeric: tabular-nums;\n1370: font-variant-numeric: tabular-nums;\n1437: font-variant-numeric: tabular-nums;\n1445: font-variant-numeric: tabular-nums;\n1498:/* Tab-Steuerung oben links */\n1505:.tabs {\n1513:.tab {","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"099dcfd7-773b-4cce-8ad1-0fc5d189aeef","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"f4af5ee6-936c-4aa2-b4f6-ba96ed07cb84","isSidechain":false,"promptId":"a300ae26-2a29-4e62-acda-b6b07f6c2ee1","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QAj5R7qV2LD1YvX3BnJ2jx","type":"tool_result","content":"408\t// ---- Vorschlagsengine (vorschlag_ai) ----\n409\tinterface VorschlagPosition {\n410\t modul_id: string;\n411\t artikelnummer: string | null;\n412\t klartext: string;\n413\t menge: number;\n414\t einzelpreis_eur: number;\n415\t begruendung: string;\n416\t p_bereich: number;\n417\t p_gesamt: number;\n418\t lift: number;\n419\t flag: string | null;\n420\t}\n421\tinterface KorrModul {\n422\t modul_id: string;\n423\t klartext: string;\n424\t n_bereich: number;\n425\t p_bereich: number;\n426\t p_gesamt: number;\n427\t lift: number;\n428\t}\n429\tinterface VorschlagAntwort {\n430\t n_basis: number;\n431\t n_gesamt: number;\n432\t mit_einfluss: string[];\n433\t ohne_einfluss: string[];\n434\t erklaerung: string;\n435\t positionen: VorschlagPosition[];\n436\t korrelationen: KorrModul[];\n437\t}\n438\t\n439\tfunction pct(v: number): string {\n440\t return Math.round(100 * v) + \" %\";\n441\t}\n442\tfunction liftTxt(v: number): string {\n443\t return (\n444\t v.toLocaleString(\"de-DE\", {\n445\t minimumFractionDigits: 1,\n446\t maximumFractionDigits: 1,\n447\t }) + \"×\"\n448\t );\n449\t}\n450\t\n451\tconst vGewerk = ref(\"\");\n452\tconst vLand = ref(\"\");\n453\tconst vGroesse = ref(\"\");\n454\tconst vFzg = ref(\"\"); // \"klasse|groesse\"\n455\tconst vLaden = ref(false);\n456\tconst vFehler = ref(\"\");\n457\tconst vAntwort = ref<VorschlagAntwort | null>(null);\n458\tconst vKorrOffen = ref(false);\n459\t\n460\tfunction zaehle(werte: (string | null)[]): { wert: string; n: number }[] {\n461\t const m = new Map<string, number>();\n462\t for (const w of werte) if (w) m.set(w, (m.get(w) ?? 0) + 1);\n463\t return [...m.entries()].map(([wert, n]) => ({ wert, n }));\n464\t}\n465\t\n466\tconst vGewerkOpts = computed(() =>\n467\t zaehle(kunden.value.map((k) => k.gewerk)).sort((a, b) => b.n - a.n),\n468\t);\n469\tconst vLandOpts = computed(() =>\n470\t zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n471\t);\n472\tconst vGroesseOpts = computed(() =>\n473\t zaehle(kunden.value.map((k) => k.mitarbeiter_kl)).sort((a, b) =>\n474\t a.wert.localeCompare(b.wert, \"de\", { numeric: true }),\n475\t ),\n476\t);\n477\tconst vFzgOpts = computed(() => {\n478\t const m = new Map<string, number>();\n479\t for (const a of auftraege.value) {\n480\t if (!a.fzg_klasse || a.fzg_klasse === \"unbekannt\") continue;\n481\t const key = `${a.fzg_klasse}|${a.fzg_groesse ?? \"\"}`;\n482\t m.set(key, (m.get(key) ?? 0) + 1);\n483\t }\n484\t return [...m.entries()]\n485\t .map(([wert, n]) => {\n486\t const [klasse, groesse] = wert.split(\"|\");\n487\t return { wert, n, label: groesse ? `${klasse} ${groesse}` : klasse };\n488\t })\n489\t .sort((a, b) => b.n - a.n);\n490\t});\n491\t\n492\tasync function vorschlagen() {\n493\t const [klasse, groesse] = vFzg.value ? vFzg.value.split(\"|\") : [\"\", \"\"];\n494\t vLaden.value = true;\n495\t vFehler.value = \"\";\n496\t vAntwort.value = null;\n497\t vKorrOffen.value = false;\n498\t try {\n499\t vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n500\t gewerk: vGewerk.value,\n501\t land: vLand.value,\n502\t groesse: vGroesse.value,\n503\t fzgKlasse: klasse,\n504\t fzgGroesse: groesse,\n505\t });\n506\t } catch (e) {\n507\t vFehler.value = String(e);\n508\t } finally {\n509\t vLaden.value = false;\n510\t }\n511\t}\n512\t\n513\tconst vSumme = computed(() =>\n514\t (vAntwort.value?.positionen ?? []).reduce(\n515\t (s, p) => s + p.einzelpreis_eur * p.menge,\n516\t 0,\n517\t ),\n518\t);\n519\t\n520\t</script>\n521\t\n522\t<template>\n523\t <header class=\"topbar\">\n524\t <nav class=\"tabs\" role=\"tablist\">\n525\t <button\n526\t class=\"tab\"\n527\t :class=\"{ on: activeTab === 'data' }\"\n528\t @click=\"activeTab = 'data'\"\n529\t >\n530\t Data\n531\t </button>\n532\t <button\n533\t class=\"tab\"\n534\t :class=\"{ on: activeTab === 'kpis' }\"\n535\t @click=\"activeTab = 'kpis'\"\n536\t >\n537\t KPIs"}]},"uuid":"af87dcdd-8d0c-445a-a318-9274c6fb555d","timestamp":"2026-07-07T10:19:27.462Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/src/App.vue","content":"// ---- Vorschlagsengine (vorschlag_ai) ----\ninterface VorschlagPosition {\n modul_id: string;\n artikelnummer: string | null;\n klartext: string;\n menge: number;\n einzelpreis_eur: number;\n begruendung: string;\n p_bereich: number;\n p_gesamt: number;\n lift: number;\n flag: string | null;\n}\ninterface KorrModul {\n modul_id: string;\n klartext: string;\n n_bereich: number;\n p_bereich: number;\n p_gesamt: number;\n lift: number;\n}\ninterface VorschlagAntwort {\n n_basis: number;\n n_gesamt: number;\n mit_einfluss: string[];\n ohne_einfluss: string[];\n erklaerung: string;\n positionen: VorschlagPosition[];\n korrelationen: KorrModul[];\n}\n\nfunction pct(v: number): string {\n return Math.round(100 * v) + \" %\";\n}\nfunction liftTxt(v: number): string {\n return (\n v.toLocaleString(\"de-DE\", {\n minimumFractionDigits: 1,\n maximumFractionDigits: 1,\n }) + \"×\"\n );\n}\n\nconst vGewerk = ref(\"\");\nconst vLand = ref(\"\");\nconst vGroesse = ref(\"\");\nconst vFzg = ref(\"\"); // \"klasse|groesse\"\nconst vLaden = ref(false);\nconst vFehler = ref(\"\");\nconst vAntwort = ref<VorschlagAntwort | null>(null);\nconst vKorrOffen = ref(false);\n\nfunction zaehle(werte: (string | null)[]): { wert: string; n: number }[] {\n const m = new Map<string, number>();\n for (const w of werte) if (w) m.set(w, (m.get(w) ?? 0) + 1);\n return [...m.entries()].map(([wert, n]) => ({ wert, n }));\n}\n\nconst vGewerkOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.gewerk)).sort((a, b) => b.n - a.n),\n);\nconst vLandOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n);\nconst vGroesseOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.mitarbeiter_kl)).sort((a, b) =>\n a.wert.localeCompare(b.wert, \"de\", { numeric: true }),\n ),\n);\nconst vFzgOpts = computed(() => {\n const m = new Map<string, number>();\n for (const a of auftraege.value) {\n if (!a.fzg_klasse || a.fzg_klasse === \"unbekannt\") continue;\n const key = `${a.fzg_klasse}|${a.fzg_groesse ?? \"\"}`;\n m.set(key, (m.get(key) ?? 0) + 1);\n }\n return [...m.entries()]\n .map(([wert, n]) => {\n const [klasse, groesse] = wert.split(\"|\");\n return { wert, n, label: groesse ? `${klasse} ${groesse}` : klasse };\n })\n .sort((a, b) => b.n - a.n);\n});\n\nasync function vorschlagen() {\n const [klasse, groesse] = vFzg.value ? vFzg.value.split(\"|\") : [\"\", \"\"];\n vLaden.value = true;\n vFehler.value = \"\";\n vAntwort.value = null;\n vKorrOffen.value = false;\n try {\n vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n gewerk: vGewerk.value,\n land: vLand.value,\n groesse: vGroesse.value,\n fzgKlasse: klasse,\n fzgGroesse: groesse,\n });\n } catch (e) {\n vFehler.value = String(e);\n } finally {\n vLaden.value = false;\n }\n}\n\nconst vSumme = computed(() =>\n (vAntwort.value?.positionen ?? []).reduce(\n (s, p) => s + p.einzelpreis_eur * p.menge,\n 0,\n ),\n);\n\n</script>\n\n<template>\n <header class=\"topbar\">\n <nav class=\"tabs\" role=\"tablist\">\n <button\n class=\"tab\"\n :class=\"{ on: activeTab === 'data' }\"\n @click=\"activeTab = 'data'\"\n >\n Data\n </button>\n <button\n class=\"tab\"\n :class=\"{ on: activeTab === 'kpis' }\"\n @click=\"activeTab = 'kpis'\"\n >\n KPIs","numLines":130,"startLine":408,"totalLines":1837}},"sourceToolAssistantUUID":"f4af5ee6-936c-4aa2-b4f6-ba96ed07cb84","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"de1fbb03-35d7-4845-9902-9a41d8f079fe","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXZBmR89XwnN45uiyBg","type":"message","role":"assistant","content":[{"type":"text","text":"Der Vorschlag-Tab existiert komplett. Seine Profil-Selektoren ziehen aber aus den jetzt leeren Anreicherungsfeldern (Gewerk, Größe, `auftrag_fzg`-Fahrzeugklasse) — nur „Land\" ist gefüllt. Deshalb wirkt der Tab leer/unklar. Ich prüfe, was in `auftraege` real als Gruppierungsdimension steckt:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2180,"cache_read_input_tokens":76529,"output_tokens":2961,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2180,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2961,"cache_read_input_tokens":76529,"cache_creation_input_tokens":2180,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2180},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXZAfSVgLzWe3a4zvUs","type":"assistant","uuid":"c063720d-9259-4727-aedb-585116ac7be8","timestamp":"2026-07-07T10:20:02.954Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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\"…\" : \"Vorschlag erzeugen\" }}\n833\t </button>\n834\t </div>\n835\t\n836\t <p v-if=\"vFehler\" class=\"fehler vfehler\">{{ vFehler }}</p>\n837\t <p v-if=\"vLaden\" class=\"dinfo\">Konfiguration wird zusammengestellt…</p>\n838\t\n839\t <article v-if=\"vAntwort\" class=\"airesult\">\n840\t <h3>Vorschlagskonfiguration</h3>\n841\t <p class=\"aierkl\">{{ vAntwort.erklaerung }}</p>\n842\t <p class=\"vbasis\">\n843\t Bereich: {{ vAntwort.n_basis }} von {{ vAntwort.n_gesamt }} Aufträgen\n844\t <template v-if=\"vAntwort.mit_einfluss.length\">\n845\t · eingeflossen: {{ vAntwort.mit_einfluss.join(\", \") }}</template\n846\t >\n847\t <span v-if=\"vAntwort.ohne_einfluss.length\" class=\"ohnee\">\n848\t · ohne Einfluss: {{ vAntwort.ohne_einfluss.join(\", \") }}</span\n849\t >\n850\t </p>\n851\t <table class=\"stueck\">\n852\t <thead>\n853\t <tr>\n854\t <th class=\"c-pos\">#</th>\n855\t <th class=\"c-bez\">Bezeichnung</th>\n856\t <th class=\"c-art\">Artikel-Nr.</th>\n857\t <th class=\"c-num\">Menge</th>\n858\t <th class=\"c-num\">Ø Einzelpreis</th>\n859\t <th class=\"c-num\">Wert</th>\n860\t <th class=\"c-num\">Bereich</th>\n861\t <th class=\"c-num\">Lift</th>\n862\t <th class=\"c-beg\">Begründung</th>\n863\t </tr>\n864\t </thead>\n865\t <tbody>\n866\t <tr\n867\t v-for=\"(p, idx) in vAntwort.positionen\"\n868\t :key=\"p.modul_id\"\n869\t :class=\"{ konflikt: p.flag }\"\n870\t >\n871\t <td class=\"c-pos\">{{ idx + 1 }}</td>\n872\t <td class=\"c-bez\">\n873\t <span class=\"bez\">{{ p.klartext }}</span>\n874\t <span class=\"mid\">{{ p.modul_id }}</span>\n875\t <span v-if=\"p.flag\" class=\"pflag\"\n876\t >⚠ {{ p.flag }} — ggf. anderes Fahrzeug wählen</span\n877\t >\n878\t </td>\n879\t <td class=\"c-art\">{{ p.artikelnummer ?? 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o.wert }} ({{ o.n }})\n </option>\n </select>\n </label>\n <label class=\"profilfeld\">\n <span class=\"optlabel\">Größe</span>\n <select v-model=\"vGroesse\">\n <option value=\"\">beliebig</option>\n <option v-for=\"o in vGroesseOpts\" :key=\"o.wert\" :value=\"o.wert\">\n {{ o.wert }} MA ({{ o.n }})\n </option>\n </select>\n </label>\n <label class=\"profilfeld\">\n <span class=\"optlabel\">Fahrzeug</span>\n <select v-model=\"vFzg\">\n <option value=\"\">beliebig</option>\n <option v-for=\"o in vFzgOpts\" :key=\"o.wert\" :value=\"o.wert\">\n {{ o.label }} ({{ o.n }})\n </option>\n </select>\n </label>\n <button class=\"fragebtn\" @click=\"vorschlagen()\" :disabled=\"vLaden\">\n {{ vLaden ? \"…\" : \"Vorschlag erzeugen\" }}\n </button>\n </div>\n\n <p v-if=\"vFehler\" class=\"fehler vfehler\">{{ vFehler }}</p>\n <p v-if=\"vLaden\" class=\"dinfo\">Konfiguration wird zusammengestellt…</p>\n\n <article v-if=\"vAntwort\" class=\"airesult\">\n <h3>Vorschlagskonfiguration</h3>\n <p class=\"aierkl\">{{ vAntwort.erklaerung }}</p>\n <p class=\"vbasis\">\n Bereich: {{ vAntwort.n_basis }} von {{ vAntwort.n_gesamt }} Aufträgen\n <template v-if=\"vAntwort.mit_einfluss.length\">\n · eingeflossen: {{ vAntwort.mit_einfluss.join(\", \") }}</template\n >\n <span v-if=\"vAntwort.ohne_einfluss.length\" class=\"ohnee\">\n · ohne Einfluss: {{ vAntwort.ohne_einfluss.join(\", \") }}</span\n >\n </p>\n <table class=\"stueck\">\n <thead>\n <tr>\n <th class=\"c-pos\">#</th>\n <th class=\"c-bez\">Bezeichnung</th>\n <th class=\"c-art\">Artikel-Nr.</th>\n <th class=\"c-num\">Menge</th>\n <th class=\"c-num\">Ø Einzelpreis</th>\n <th class=\"c-num\">Wert</th>\n <th class=\"c-num\">Bereich</th>\n <th class=\"c-num\">Lift</th>\n <th class=\"c-beg\">Begründung</th>\n </tr>\n </thead>\n <tbody>\n <tr\n v-for=\"(p, idx) in vAntwort.positionen\"\n :key=\"p.modul_id\"\n :class=\"{ konflikt: p.flag }\"\n >\n <td class=\"c-pos\">{{ idx + 1 }}</td>\n <td class=\"c-bez\">\n <span class=\"bez\">{{ p.klartext }}</span>\n <span class=\"mid\">{{ p.modul_id }}</span>\n <span v-if=\"p.flag\" class=\"pflag\"\n >⚠ {{ p.flag }} — ggf. anderes Fahrzeug wählen</span\n >\n </td>\n <td class=\"c-art\">{{ p.artikelnummer ?? \"—\" }}</td>\n <td class=\"c-num\">{{ p.menge }}</td>\n <td class=\"c-num\">{{ eur2.format(p.einzelpreis_eur) }}</td>\n <td class=\"c-num wert\">{{ eur2.format(p.einzelpreis_eur * p.menge) }}</td>\n <td class=\"c-num\">{{ pct(p.p_bereich) }}</td>\n <td class=\"c-num\">{{ liftTxt(p.lift) }}</td>\n <td class=\"c-beg\">{{ p.begruendung }}</td>\n </tr>\n </tbody>\n <tfoot>\n <tr>\n <td colspan=\"5\" class=\"c-sum\">Summe ({{ vAntwort.positionen.length }} Positionen)</td>\n <td class=\"c-num wert\">{{ eur2.format(vSumme) }}</td>\n <td colspan=\"3\"></td>\n </tr>\n </tfoot>\n </table>\n\n <button class=\"sqltoggle\" @click=\"vKorrOffen = !vKorrOffen\">\n {{ vKorrOffen ? \"Korrelationen ausblenden\" : \"Korrelationen anzeigen\" }}\n </button>\n <table v-if=\"vKorrOffen\" class=\"stueck korrtable\">\n <thead>\n <tr>\n <th class=\"c-art\">Modul</th>\n <th class=\"c-bez\">Bezeichnung</th>\n <th class=\"c-num\">Aufträge Bereich</th>\n <th class=\"c-num\">Anteil Bereich</th>\n <th class=\"c-num\">Anteil gesamt</th>\n <th class=\"c-num\">Lift</th>\n </tr>\n </thead>\n <tbody>\n <tr v-for=\"k in vAntwort.korrelationen\" :key=\"k.modul_id\">\n <td class=\"c-art\">{{ k.modul_id }}</td>\n <td>{{ k.klartext }}</td>\n <td class=\"c-num\">{{ k.n_bereich }}</td>\n <td class=\"c-num\">{{ pct(k.p_bereich) }}</td>\n <td class=\"c-num\">{{ pct(k.p_gesamt) }}</td>\n <td class=\"c-num\">{{ liftTxt(k.lift) }}</td>\n </tr>\n </tbody>\n </table>\n </article>","numLines":130,"startLine":793,"totalLines":1837}},"sourceToolAssistantUUID":"b88b2736-a2e3-49f0-88fa-a72d3ca2eb8e","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"efe7e65e-0783-4977-88de-2a51c874b07a","isSidechain":false,"promptId":"3b957792-11de-489a-9052-a872df3a3dcb","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014C31AHMGZt3FJm5ZKDsPHB","type":"tool_result","content":"29\tinterface Auftrag {\n30\t kunde_id: number;\n31\t auftrag_id: string;\n32\t datum: string | null;\n33\t fzg_klasse: string | null;\n34\t fzg_hersteller: string | null;\n35\t fzg_modell: string | null;\n36\t fzg_groesse: string | null;\n37\t umsatz_netto: number; // Landeswährung\n38\t umsatz_eur: number;\n39\t waehrung: string | null;\n40\t wechselkurs: number | null;\n41\t kurs_datum: string | null;\n42\t quotation_state: string | null;\n43\t}\n44\t\n45\tinterface Position {\n46\t modul_id: string;\n47\t artikelnummer: string | null;\n48\t klartext: string;\n49\t menge: number;\n50\t einzelpreis: number;\n51\t pos_wert: number;\n52\t eur_wert: number;\n53\t}\n54\t\n55\t// Aufbau-Cluster -> Icon (inline SVG, viewBox 0 0 24 24, stroke=currentColor)\n56\tconst FZG_ICONS: Record<string, string> = {\n57\t van: '<path d=\"M2 5h10v11H2z\"/><path d=\"M12 8h4.5l3.5 4v4H12z\"/><circle cx=\"6.5\" cy=\"18\" r=\"1.8\"/><circle cx=\"16.5\" cy=\"18\" r=\"1.8\"/>',\n58\t pickup: '<path d=\"M2 8h7v6H2z\"/><path d=\"M9 11h5l4 3h2v0H9z\"/><circle cx=\"6\" cy=\"17\" r=\"1.8\"/><circle cx=\"17\" cy=\"17\" r=\"1.8\"/>',\n59\t pkw: '<path d=\"M3 13l1.8-4.2A2 2 0 0 1 6.6 7.5h7.8a2 2 0 0 1 1.6.8L19 12l2 .6a1 1 0 0 1 .8 1V16H3z\"/><circle cx=\"7\" cy=\"16\" r=\"1.8\"/><circle cx=\"16\" cy=\"16\" r=\"1.8\"/>',\n60\t lkw: '<path d=\"M2 6h11v9H2z\"/><path d=\"M13 9h4l4 4v2h-8z\"/><circle cx=\"6\" cy=\"17\" r=\"1.8\"/><circle cx=\"17\" cy=\"17\" r=\"1.8\"/>',\n61\t unbekannt: '<circle cx=\"12\" cy=\"12\" r=\"9\"/><path d=\"M9.2 9.3a2.8 2.8 0 0 1 5.4 1c0 1.9-2.6 2.3-2.6 4\"/><path d=\"M12 17.2h.01\"/>',\n62\t};\n63\tfunction fzgIcon(kl: string | null): string {\n64\t return FZG_ICONS[kl ?? \"unbekannt\"] ?? FZG_ICONS.unbekannt;\n65\t}\n66\tfunction fzgLabel(a: Auftrag): string {\n67\t return [a.fzg_modell, a.fzg_groesse].filter(Boolean).join(\" · \") || \"kein Fahrzeug\";\n68\t}\n69\t\n70\tconst kunden = ref<Kunde[]>([]);\n71\tconst auftraege = ref<Auftrag[]>([]);\n72\tconst selected = ref<number | null>(null);\n73\tconst fehler = ref(\"\");"}]},"uuid":"7b61b3c4-01a5-43c5-8b0b-3ffa77badcc2","timestamp":"2026-07-07T10:23:27.628Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/src/App.vue","content":"interface Auftrag {\n kunde_id: number;\n auftrag_id: string;\n datum: string | null;\n fzg_klasse: string | null;\n fzg_hersteller: string | null;\n fzg_modell: string | null;\n fzg_groesse: string | null;\n umsatz_netto: number; // Landeswährung\n umsatz_eur: number;\n waehrung: string | null;\n wechselkurs: number | null;\n kurs_datum: string | null;\n quotation_state: string | null;\n}\n\ninterface Position {\n modul_id: string;\n artikelnummer: string | null;\n klartext: string;\n menge: number;\n einzelpreis: number;\n pos_wert: number;\n eur_wert: number;\n}\n\n// Aufbau-Cluster -> Icon (inline SVG, viewBox 0 0 24 24, stroke=currentColor)\nconst FZG_ICONS: Record<string, string> = {\n van: '<path d=\"M2 5h10v11H2z\"/><path d=\"M12 8h4.5l3.5 4v4H12z\"/><circle cx=\"6.5\" cy=\"18\" r=\"1.8\"/><circle cx=\"16.5\" cy=\"18\" r=\"1.8\"/>',\n pickup: '<path d=\"M2 8h7v6H2z\"/><path d=\"M9 11h5l4 3h2v0H9z\"/><circle cx=\"6\" cy=\"17\" r=\"1.8\"/><circle cx=\"17\" cy=\"17\" r=\"1.8\"/>',\n pkw: '<path d=\"M3 13l1.8-4.2A2 2 0 0 1 6.6 7.5h7.8a2 2 0 0 1 1.6.8L19 12l2 .6a1 1 0 0 1 .8 1V16H3z\"/><circle cx=\"7\" cy=\"16\" r=\"1.8\"/><circle cx=\"16\" cy=\"16\" r=\"1.8\"/>',\n lkw: '<path d=\"M2 6h11v9H2z\"/><path d=\"M13 9h4l4 4v2h-8z\"/><circle cx=\"6\" cy=\"17\" r=\"1.8\"/><circle cx=\"17\" cy=\"17\" r=\"1.8\"/>',\n unbekannt: '<circle cx=\"12\" cy=\"12\" r=\"9\"/><path d=\"M9.2 9.3a2.8 2.8 0 0 1 5.4 1c0 1.9-2.6 2.3-2.6 4\"/><path d=\"M12 17.2h.01\"/>',\n};\nfunction fzgIcon(kl: string | null): string {\n return FZG_ICONS[kl ?? \"unbekannt\"] ?? FZG_ICONS.unbekannt;\n}\nfunction fzgLabel(a: Auftrag): string {\n return [a.fzg_modell, a.fzg_groesse].filter(Boolean).join(\" · \") || \"kein Fahrzeug\";\n}\n\nconst kunden = ref<Kunde[]>([]);\nconst auftraege = ref<Auftrag[]>([]);\nconst selected = ref<number | null>(null);\nconst fehler = ref(\"\");","numLines":45,"startLine":29,"totalLines":1837}},"sourceToolAssistantUUID":"efe7e65e-0783-4977-88de-2a51c874b07a","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"bbaecad4-08b5-4188-8f1f-f7d302dd5a1f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXuyd17fwsjcEfHVqiG","type":"message","role":"assistant","content":[{"type":"text","text":"Jetzt die Vorschlagsengine auf die gefüllten Felder umstellen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":530,"cache_read_input_tokens":92422,"output_tokens":324,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":530,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":324,"cache_read_input_tokens":92422,"cache_creation_input_tokens":530,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":530},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXuxAShsjet4JDkEag2","type":"assistant","uuid":"f6342127-d0d1-4b7a-a7a2-43b3a57190cd","timestamp":"2026-07-07T10:24:13.228Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f6342127-d0d1-4b7a-a7a2-43b3a57190cd","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXuyd17fwsjcEfHVqiG","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01WEEPBqrNSETfU87rC9BV7U","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","old_string":"fn vorschlag_ai_inner(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result<VorschlagAntwort, String> {","new_string":"fn vorschlag_ai_inner(\n hersteller: String,\n typ: String,\n dach: String,\n land: String,\n) -> Result<VorschlagAntwort, String> {"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":530,"cache_read_input_tokens":92422,"output_tokens":324,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":530,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":324,"cache_read_input_tokens":92422,"cache_creation_input_tokens":530,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":530},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXuxAShsjet4JDkEag2","type":"assistant","uuid":"cfbfa5ae-eeaa-43d7-8faf-462d40335bcb","timestamp":"2026-07-07T10:24:15.816Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"5ed035be-de0e-4075-a063-728d5a0eb12a","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXvSrMTSx9XrRy867e2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Cf54GLBSDkxoHBPtadHs8m","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","old_string":" let gesetzt: Vec<(&str, &str, &String)> = [\n (\"Branche\", \"f.gewerk = ?\", &gewerk),\n (\"Land\", \"k.land = ?\", &land),\n (\"Größe\", \"f.mitarbeiter_kl = ?\", &groesse),\n (\"Fahrzeugklasse\", \"v.fzg_klasse = ?\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"v.groesse = ?\", &fzg_groesse),\n ]","new_string":" let gesetzt: Vec<(&str, &str, &String)> = [\n (\"Hersteller\", \"a.fzg_hersteller_id = ?\", &hersteller),\n (\"Fahrzeugtyp\", \"a.fzg_typ = ?\", &typ),\n (\"Dach\", \"a.fzg_dach = ?\", &dach),\n (\"Land\", \"k.land = ?\", &land),\n ]"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":388,"cache_read_input_tokens":92952,"output_tokens":459,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":388,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":459,"cache_read_input_tokens":92952,"cache_creation_input_tokens":388,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":388},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXvRffqphnpLf7aph3N","type":"assistant","uuid":"9a0caaa6-f28b-4c37-92e5-eac835a03974","timestamp":"2026-07-07T10:24:21.346Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"97160f22-e566-4351-a64f-c858a679b3e9","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXvrWem3UoLT1q1yDZn","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01W6ewNAqjfvFbSF9cQGbZZR","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","old_string":" for (name, _, wert) in [\n (\"Branche\", \"\", &gewerk),\n (\"Land\", \"\", &land),\n (\"Größe (Mitarbeiter)\", \"\", &groesse),\n (\"Fahrzeugklasse\", \"\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"\", &fzg_groesse),\n ] {","new_string":" for (name, _, wert) in [\n (\"Hersteller\", \"\", &hersteller),\n (\"Fahrzeugtyp\", \"\", &typ),\n (\"Dach\", \"\", &dach),\n (\"Land\", \"\", &land),\n ] {"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":523,"cache_read_input_tokens":93340,"output_tokens":352,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":523,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":352,"cache_read_input_tokens":93340,"cache_creation_input_tokens":523,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":523},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXvqc5UJPEEJzgJcDNA","type":"assistant","uuid":"71393e29-cb89-42bc-8ee6-e9d65d2603f2","timestamp":"2026-07-07T10:24:25.652Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"71393e29-cb89-42bc-8ee6-e9d65d2603f2","isSidechain":false,"promptId":"3b957792-11de-489a-9052-a872df3a3dcb","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01W6ewNAqjfvFbSF9cQGbZZR","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"292711af-e6d6-4ca2-a26f-033af9b643cd","timestamp":"2026-07-07T10:24:25.686Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","oldString":" for (name, _, wert) in [\n (\"Branche\", \"\", &gewerk),\n (\"Land\", \"\", &land),\n (\"Größe (Mitarbeiter)\", \"\", &groesse),\n (\"Fahrzeugklasse\", \"\", &fzg_klasse),\n (\"Fahrzeuggröße\", \"\", &fzg_groesse),\n ] {","newString":" for (name, _, wert) in [\n (\"Hersteller\", \"\", &hersteller),\n (\"Fahrzeugtyp\", \"\", &typ),\n (\"Dach\", \"\", &dach),\n (\"Land\", \"\", &land),\n ] {","originalFile":null,"structuredPatch":[{"oldStart":669,"oldLines":11,"newStart":669,"newLines":10,"lines":[" // Prompt: Profilstatus + Korrelationszeilen"," let mut user = String::from(\"Profil:\\n\");"," for (name, _, wert) in [","- (\"Branche\", \"\", &gewerk),","+ (\"Hersteller\", \"\", &hersteller),","+ (\"Fahrzeugtyp\", \"\", &typ),","+ (\"Dach\", \"\", &dach),"," (\"Land\", \"\", &land),","- (\"Größe (Mitarbeiter)\", \"\", &groesse),","- (\"Fahrzeugklasse\", \"\", &fzg_klasse),","- (\"Fahrzeuggröße\", \"\", &fzg_groesse),"," ] {"," let kurz = name.split(' ').next().unwrap();"," let status = if wert.is_empty() {"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"71393e29-cb89-42bc-8ee6-e9d65d2603f2","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"292711af-e6d6-4ca2-a26f-033af9b643cd","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXwAjWx4XTyis7cyJzq","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KKhDZ2C2JxXpyKENyhTm3Y","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","old_string":" .query_row(\n rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],\n |r| r.get(0),\n )","new_string":" .query_row(\n rusqlite::params![typ, dach, k.klartext, k.modul_id],\n |r| r.get(0),\n )"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":416,"cache_read_input_tokens":93863,"output_tokens":256,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":416,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":256,"cache_read_input_tokens":93863,"cache_creation_input_tokens":416,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":416},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXw9Ucp13d3EP3PQGmW","type":"assistant","uuid":"e0355800-46fc-456a-bc8b-848213351ec6","timestamp":"2026-07-07T10:24:29.439Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e0355800-46fc-456a-bc8b-848213351ec6","isSidechain":false,"promptId":"3b957792-11de-489a-9052-a872df3a3dcb","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KKhDZ2C2JxXpyKENyhTm3Y","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"77b4541e-1d56-4d8a-9ed9-fe5bb60f26d7","timestamp":"2026-07-07T10:24:29.477Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","oldString":" .query_row(\n rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],\n |r| r.get(0),\n )","newString":" .query_row(\n rusqlite::params![typ, dach, k.klartext, k.modul_id],\n |r| r.get(0),\n )","originalFile":null,"structuredPatch":[{"oldStart":740,"oldLines":7,"newStart":740,"newLines":7,"lines":[" .ok_or_else(|| format!(\"LLM lieferte modul_id außerhalb der Korrelationsliste: {id}\"))?;"," let flag: Option<String> = regel_stmt"," .query_row(","- rusqlite::params![fzg_klasse, fzg_groesse, k.klartext, k.modul_id],","+ rusqlite::params![typ, dach, k.klartext, k.modul_id],"," |r| r.get(0),"," )"," .optional()"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"e0355800-46fc-456a-bc8b-848213351ec6","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"77b4541e-1d56-4d8a-9ed9-fe5bb60f26d7","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXwUa56Hsw87mV3WumV","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01QcXgSu9pgy2r66ZK9MUBRL","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","old_string":"async fn vorschlag_ai(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result<VorschlagAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)\n })","new_string":"async fn vorschlag_ai(\n hersteller: String,\n typ: String,\n dach: String,\n land: String,\n) -> Result<VorschlagAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(hersteller, typ, dach, land)\n })"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":320,"cache_read_input_tokens":94279,"output_tokens":408,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":320,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":408,"cache_read_input_tokens":94279,"cache_creation_input_tokens":320,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":320},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXwSJeAUeVgRNHLLE6E","type":"assistant","uuid":"db55ffd9-cc9a-4204-b36c-4a796b9b8ae4","timestamp":"2026-07-07T10:24:35.884Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"db55ffd9-cc9a-4204-b36c-4a796b9b8ae4","isSidechain":false,"promptId":"3b957792-11de-489a-9052-a872df3a3dcb","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QcXgSu9pgy2r66ZK9MUBRL","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"638c166b-7670-49bd-843a-d83fc3b9d58d","timestamp":"2026-07-07T10:24:35.910Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/src-tauri/src/lib.rs","oldString":"async fn vorschlag_ai(\n gewerk: String,\n land: String,\n groesse: String,\n fzg_klasse: String,\n fzg_groesse: String,\n) -> Result<VorschlagAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)\n })","newString":"async fn vorschlag_ai(\n hersteller: String,\n typ: String,\n dach: String,\n land: String,\n) -> Result<VorschlagAntwort, String> {\n tauri::async_runtime::spawn_blocking(move || {\n vorschlag_ai_inner(hersteller, typ, dach, land)\n })","originalFile":null,"structuredPatch":[{"oldStart":772,"oldLines":14,"newStart":772,"newLines":13,"lines":[" "," #[tauri::command]"," async fn vorschlag_ai(","- gewerk: String,","+ hersteller: String,","+ typ: String,","+ dach: String,"," land: String,","- groesse: String,","- fzg_klasse: String,","- fzg_groesse: String,"," ) -> Result<VorschlagAntwort, String> {"," tauri::async_runtime::spawn_blocking(move || {","- vorschlag_ai_inner(gewerk, land, groesse, fzg_klasse, fzg_groesse)","+ vorschlag_ai_inner(hersteller, typ, dach, land)"," })"," .await"," .map_err(|e| e.to_string())?"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"db55ffd9-cc9a-4204-b36c-4a796b9b8ae4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"0cf12f00-63b5-4906-bd7b-aed72f7ef4a3","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnXzGvv47e7RcnGBwe4C","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01C559Ms9qp8e8Vf6vrkigmx","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/src/App.vue","old_string":"const vGewerkOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.gewerk)).sort((a, b) => b.n - a.n),\n);\nconst vLandOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n);\nconst vGroesseOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.mitarbeiter_kl)).sort((a, b) =>\n a.wert.localeCompare(b.wert, \"de\", { numeric: true }),\n ),\n);\nconst vFzgOpts = computed(() => {\n const m = new Map<string, number>();\n for (const a of auftraege.value) {\n if (!a.fzg_klasse || a.fzg_klasse === \"unbekannt\") continue;\n const key = `${a.fzg_klasse}|${a.fzg_groesse ?? \"\"}`;\n m.set(key, (m.get(key) ?? 0) + 1);\n }\n return [...m.entries()]\n .map(([wert, n]) => {\n const [klasse, groesse] = wert.split(\"|\");\n return { wert, n, label: groesse ? `${klasse} ${groesse}` : klasse };\n })\n .sort((a, b) => b.n - a.n);\n});\n\nasync function vorschlagen() {\n const [klasse, groesse] = vFzg.value ? vFzg.value.split(\"|\") : [\"\", \"\"];\n vLaden.value = true;\n vFehler.value = \"\";\n vAntwort.value = null;\n vKorrOffen.value = false;\n try {\n vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n gewerk: vGewerk.value,\n land: vLand.value,\n groesse: vGroesse.value,\n fzgKlasse: klasse,\n fzgGroesse: groesse,\n });","new_string":"const vHerstellerOpts = computed(() =>\n zaehle(auftraege.value.map((a) => a.fzg_hersteller_id))\n .map((o) => ({ ...o, label: HERSTELLER_NAMES[o.wert] ?? o.wert.toUpperCase() }))\n .sort((a, b) => b.n - a.n),\n);\nconst vTypOpts = computed(() =>\n zaehle(\n auftraege.value.map((a) =>\n // wenn Hersteller gewählt: nur dessen Typen anbieten\n !vHersteller.value || a.fzg_hersteller_id === vHersteller.value ? a.fzg_typ : null,\n ),\n ).sort((a, b) => b.n - a.n),\n);\nconst vDachOpts = computed(() =>\n zaehle(auftraege.value.map((a) => a.fzg_dach)).sort((a, b) => b.n - a.n),\n);\nconst vLandOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n);\n\nasync function vorschlagen() {\n vLaden.value = true;\n vFehler.value = \"\";\n vAntwort.value = null;\n vKorrOffen.value = false;\n try {\n vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n hersteller: vHersteller.value,\n typ: vTyp.value,\n dach: vDach.value,\n land: vLand.value,\n });"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":387,"cache_read_input_tokens":97618,"output_tokens":1330,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":387,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1330,"cache_read_input_tokens":97618,"cache_creation_input_tokens":387,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":387},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnXzFiVfSxLE4BY8AaNj","type":"assistant","uuid":"e9e0325e-a44c-44a6-90e0-ca0bcc5841c1","timestamp":"2026-07-07T10:25:21.157Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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(file state is current in your context — no need to Read it back)"}]},"uuid":"469f6a62-b116-4326-84f5-29925196cdb8","timestamp":"2026-07-07T10:25:21.194Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/src/App.vue","oldString":"const vGewerkOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.gewerk)).sort((a, b) => b.n - a.n),\n);\nconst vLandOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n);\nconst vGroesseOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.mitarbeiter_kl)).sort((a, b) =>\n a.wert.localeCompare(b.wert, \"de\", { numeric: true }),\n ),\n);\nconst vFzgOpts = computed(() => {\n const m = new Map<string, number>();\n for (const a of auftraege.value) {\n if (!a.fzg_klasse || a.fzg_klasse === \"unbekannt\") continue;\n const key = `${a.fzg_klasse}|${a.fzg_groesse ?? \"\"}`;\n m.set(key, (m.get(key) ?? 0) + 1);\n }\n return [...m.entries()]\n .map(([wert, n]) => {\n const [klasse, groesse] = wert.split(\"|\");\n return { wert, n, label: groesse ? `${klasse} ${groesse}` : klasse };\n })\n .sort((a, b) => b.n - a.n);\n});\n\nasync function vorschlagen() {\n const [klasse, groesse] = vFzg.value ? vFzg.value.split(\"|\") : [\"\", \"\"];\n vLaden.value = true;\n vFehler.value = \"\";\n vAntwort.value = null;\n vKorrOffen.value = false;\n try {\n vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n gewerk: vGewerk.value,\n land: vLand.value,\n groesse: vGroesse.value,\n fzgKlasse: klasse,\n fzgGroesse: groesse,\n });","newString":"const vHerstellerOpts = computed(() =>\n zaehle(auftraege.value.map((a) => a.fzg_hersteller_id))\n .map((o) => ({ ...o, label: HERSTELLER_NAMES[o.wert] ?? o.wert.toUpperCase() }))\n .sort((a, b) => b.n - a.n),\n);\nconst vTypOpts = computed(() =>\n zaehle(\n auftraege.value.map((a) =>\n // wenn Hersteller gewählt: nur dessen Typen anbieten\n !vHersteller.value || a.fzg_hersteller_id === vHersteller.value ? a.fzg_typ : null,\n ),\n ).sort((a, b) => b.n - a.n),\n);\nconst vDachOpts = computed(() =>\n zaehle(auftraege.value.map((a) => a.fzg_dach)).sort((a, b) => b.n - a.n),\n);\nconst vLandOpts = computed(() =>\n zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),\n);\n\nasync function vorschlagen() {\n vLaden.value = true;\n vFehler.value = \"\";\n vAntwort.value = null;\n vKorrOffen.value = false;\n try {\n vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {\n hersteller: vHersteller.value,\n typ: vTyp.value,\n dach: vDach.value,\n land: vLand.value,\n });","originalFile":null,"structuredPatch":[{"oldStart":466,"oldLines":45,"newStart":466,"newLines":37,"lines":[" return [...m.entries()].map(([wert, n]) => ({ wert, n }));"," }"," ","-const vGewerkOpts = computed(() =>","- zaehle(kunden.value.map((k) => k.gewerk)).sort((a, b) => b.n - a.n),","+const vHerstellerOpts = computed(() =>","+ zaehle(auftraege.value.map((a) => a.fzg_hersteller_id))","+ .map((o) => ({ ...o, label: HERSTELLER_NAMES[o.wert] ?? o.wert.toUpperCase() }))","+ .sort((a, b) => b.n - a.n),"," );","+const vTypOpts = computed(() =>","+ zaehle(","+ auftraege.value.map((a) =>","+ // wenn Hersteller gewählt: nur dessen Typen anbieten","+ !vHersteller.value || a.fzg_hersteller_id === vHersteller.value ? a.fzg_typ : null,","+ ),","+ ).sort((a, b) => b.n - a.n),","+);","+const vDachOpts = computed(() =>","+ zaehle(auftraege.value.map((a) => a.fzg_dach)).sort((a, b) => b.n - a.n),","+);"," const vLandOpts = computed(() =>"," zaehle(kunden.value.map((k) => k.land)).sort((a, b) => b.n - a.n),"," );","-const vGroesseOpts = computed(() =>","- zaehle(kunden.value.map((k) => k.mitarbeiter_kl)).sort((a, b) =>","- a.wert.localeCompare(b.wert, \"de\", { numeric: true }),","- ),","-);","-const vFzgOpts = computed(() => {","- const m = new Map<string, number>();","- for (const a of auftraege.value) {","- if (!a.fzg_klasse || a.fzg_klasse === \"unbekannt\") continue;","- const key = `${a.fzg_klasse}|${a.fzg_groesse ?? \"\"}`;","- m.set(key, (m.get(key) ?? 0) + 1);","- }","- return [...m.entries()]","- .map(([wert, n]) => {","- const [klasse, groesse] = wert.split(\"|\");","- return { wert, n, label: groesse ? `${klasse} ${groesse}` : klasse };","- })","- .sort((a, b) => b.n - a.n);","-});"," "," async function vorschlagen() {","- const [klasse, groesse] = vFzg.value ? vFzg.value.split(\"|\") : [\"\", \"\"];"," vLaden.value = true;"," vFehler.value = \"\";"," vAntwort.value = null;"," vKorrOffen.value = false;"," try {"," vAntwort.value = await invoke<VorschlagAntwort>(\"vorschlag_ai\", {","- gewerk: vGewerk.value,","+ hersteller: vHersteller.value,","+ typ: vTyp.value,","+ dach: vDach.value,"," land: vLand.value,","- groesse: vGroesse.value,","- fzgKlasse: klasse,","- fzgGroesse: groesse,"," });"," } catch (e) {"," vFehler.value = String(e);"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"e9e0325e-a44c-44a6-90e0-ca0bcc5841c1","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"64138675-b062-42d8-ae96-3789b23739cd","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnZJKregfKqErF8tvmLM","type":"message","role":"assistant","content":[{"type":"text","text":"Bevor ich Web-Läufe für ~1410 Kunden starte (kostet/dauert), trenne ich das Update in den offline-Teil, den ich sofort machen kann, und den Web-Teil. Zuerst schaue ich, wie `auftrag_fzg` und die alte Fzg-Zuordnung aufgebaut sind:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1118,"cache_read_input_tokens":111074,"output_tokens":1662,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1118,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1662,"cache_read_input_tokens":111074,"cache_creation_input_tokens":1118,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1118},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZJGbwPYmNrX7W4rZGo","type":"assistant","uuid":"b8c240d3-f18f-48b2-9752-b795a66823c6","timestamp":"2026-07-07T10:42:43.467Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b8c240d3-f18f-48b2-9752-b795a66823c6","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnZJKregfKqErF8tvmLM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KHXsSNXMvpESCBfNiCUxeP","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\necho \"=== schema: auftrag_fzg + kunde_firmendaten ===\"\ngrep -n -A15 'CREATE TABLE auftrag_fzg\\|CREATE TABLE kunde_firmendaten' pipeline/schema.sql\necho \"=== altes fzg_enrichment result-Format ===\"\nls pipeline/fzg_enrichment/ | head\nhead -c 1200 pipeline/fzg_enrichment/$(ls pipeline/fzg_enrichment/ | grep -m1 result) 2>/dev/null","description":"Schema und altes Fzg-Result-Format"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1118,"cache_read_input_tokens":111074,"output_tokens":1662,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1118,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1662,"cache_read_input_tokens":111074,"cache_creation_input_tokens":1118,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1118},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZJGbwPYmNrX7W4rZGo","type":"assistant","uuid":"5cc041b0-487a-4600-869a-237921006bb6","timestamp":"2026-07-07T10:42:46.156Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"5cc041b0-487a-4600-869a-237921006bb6","isSidechain":false,"promptId":"dd671f2e-3609-4a21-8b9b-a00d19b8a6d7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KHXsSNXMvpESCBfNiCUxeP","type":"tool_result","content":"=== schema: auftrag_fzg + kunde_firmendaten ===\n112:CREATE TABLE kunde_firmendaten (\n113- kunde_id INTEGER PRIMARY KEY REFERENCES kunden(kunde_id),\n114- branche_nace TEXT, -- normierter Code (NACE / WZ)\n115- branche_text TEXT, -- Klartext\n116- gewerk TEXT, -- Keymap (src/catalog.ts): Kfz / SHK/HLK / Bau-Dach / Elektro / Holz-Zimmerei / Fördertechnik / Industrie / Handel / öffentlich / Sonstige\n117- segment TEXT, -- Handwerk | Industrie | Flotte | öffentlich\n118- mitarbeiter_kl TEXT, -- Größenklasse statt exakter Zahl\n119- umsatz_kl TEXT,\n120- gruendungsjahr INTEGER,\n121- rechtsform TEXT,\n122- website TEXT,\n123- geo_lat REAL,\n124- geo_lon REAL,\n125- ort TEXT,\n126- bundesland TEXT,\n127- hr_nummer TEXT, -- Handelsregister-Beleg für den Match\n--\n154:CREATE TABLE auftrag_fzg (\n155- auftrag_id TEXT PRIMARY KEY REFERENCES auftraege(auftrag_id),\n156- fzg_klasse TEXT, -- van | pickup | pkw | lkw | unbekannt\n157- hersteller TEXT,\n158- modell TEXT,\n159- groesse TEXT, -- L1H1 / L3H2 / MH1 ...\n160- baujahr TEXT,\n161- konfidenz REAL,\n162- quelle TEXT, -- pdf | subject | interner_text | modulcode | keine\n163- veredelt_am TEXT\n164-);\n165-\n166-CREATE INDEX idx_positionen_modul ON positionen(modul_id);\n167-CREATE INDEX idx_positionen_auftrag ON positionen(auftrag_id);\n168-CREATE INDEX idx_auftraege_kunde ON auftraege(kunde_id);\n169-\n=== altes fzg_enrichment result-Format ===\nresult_00.json\nresult_01.json\nresult_02.json\nresult_03.json\nresult_04.json\nresult_05.json\nresult_06.json\nresult_07.json\n[\n {\n \"auftrag_id\": \"export_AAN_20260624_06-1\",\n \"hersteller\": \"Toyota\",\n \"modell\": \"Land Cruiser\",\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"pickup\",\n \"konfidenz\": 0.9,\n \"quelle\": \"subject\"\n },\n {\n \"auftrag_id\": \"export_ADA_20260527_01-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.0,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_ADA_20260616_04-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.0,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_AF_20260618_01-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.05,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_AJE_20260617_01-1\",\n \"hersteller\": \"Mercedes\",\n \"modell\": \"Sprinter\",\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"van\",\n \"konfidenz\": 0.75,\n \"quelle\": \"pdf\"\n },\n {\n \"auftrag_id\": \"export_AJE_20260623_02-1\",\n \"hersteller\": \"Ford\",\n \"modell\": \"Transit Custom\",\n \"groesse\": \"L1H1\",\n \"baujahr\": \"ab 23\",\n \"fzg_klasse\": \"van\",\n \"konfidenz\": 0.97,","is_error":false}]},"uuid":"c53f77c4-ad4f-4d46-bee0-fa1e3d5a8697","timestamp":"2026-07-07T10:44:34.941Z","toolUseResult":{"stdout":"=== schema: auftrag_fzg + kunde_firmendaten ===\n112:CREATE TABLE kunde_firmendaten (\n113- kunde_id INTEGER PRIMARY KEY REFERENCES kunden(kunde_id),\n114- branche_nace TEXT, -- normierter Code (NACE / WZ)\n115- branche_text TEXT, -- Klartext\n116- gewerk TEXT, -- Keymap (src/catalog.ts): Kfz / SHK/HLK / Bau-Dach / Elektro / Holz-Zimmerei / Fördertechnik / Industrie / Handel / öffentlich / Sonstige\n117- segment TEXT, -- Handwerk | Industrie | Flotte | öffentlich\n118- mitarbeiter_kl TEXT, -- Größenklasse statt exakter Zahl\n119- umsatz_kl TEXT,\n120- gruendungsjahr INTEGER,\n121- rechtsform TEXT,\n122- website TEXT,\n123- geo_lat REAL,\n124- geo_lon REAL,\n125- ort TEXT,\n126- bundesland TEXT,\n127- hr_nummer TEXT, -- Handelsregister-Beleg für den Match\n--\n154:CREATE TABLE auftrag_fzg (\n155- auftrag_id TEXT PRIMARY KEY REFERENCES auftraege(auftrag_id),\n156- fzg_klasse TEXT, -- van | pickup | pkw | lkw | unbekannt\n157- hersteller TEXT,\n158- modell TEXT,\n159- groesse TEXT, -- L1H1 / L3H2 / MH1 ...\n160- baujahr TEXT,\n161- konfidenz REAL,\n162- quelle TEXT, -- pdf | subject | interner_text | modulcode | keine\n163- veredelt_am TEXT\n164-);\n165-\n166-CREATE INDEX idx_positionen_modul ON positionen(modul_id);\n167-CREATE INDEX idx_positionen_auftrag ON positionen(auftrag_id);\n168-CREATE INDEX idx_auftraege_kunde ON auftraege(kunde_id);\n169-\n=== altes fzg_enrichment result-Format ===\nresult_00.json\nresult_01.json\nresult_02.json\nresult_03.json\nresult_04.json\nresult_05.json\nresult_06.json\nresult_07.json\n[\n {\n \"auftrag_id\": \"export_AAN_20260624_06-1\",\n \"hersteller\": \"Toyota\",\n \"modell\": \"Land Cruiser\",\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"pickup\",\n \"konfidenz\": 0.9,\n \"quelle\": \"subject\"\n },\n {\n \"auftrag_id\": \"export_ADA_20260527_01-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.0,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_ADA_20260616_04-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.0,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_AF_20260618_01-1\",\n \"hersteller\": null,\n \"modell\": null,\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"unbekannt\",\n \"konfidenz\": 0.05,\n \"quelle\": \"keine\"\n },\n {\n \"auftrag_id\": \"export_AJE_20260617_01-1\",\n \"hersteller\": \"Mercedes\",\n \"modell\": \"Sprinter\",\n \"groesse\": null,\n \"baujahr\": null,\n \"fzg_klasse\": \"van\",\n \"konfidenz\": 0.75,\n \"quelle\": 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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3229,"cache_read_input_tokens":112192,"output_tokens":2899,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3229,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2899,"cache_read_input_tokens":112192,"cache_creation_input_tokens":3229,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3229},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZUJPsKbK1suBdq57xx","type":"assistant","uuid":"eff105af-92d2-4839-acb5-9bf01d7307b7","timestamp":"2026-07-07T10:45:19.232Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"eff105af-92d2-4839-acb5-9bf01d7307b7","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnZUL9nYVPsN3sktG1Bd","type":"message","role":"assistant","content":[{"type":"text","text":"Ich kann `auftrag_fzg` komplett offline aus den Rohfeldern in `auftraege` füllen (Hersteller aus dem Kürzel, Modell aus `fzg_typ`, Größe aus `fzg_dach`+Radstand, Klasse per Schlagwort) — kein `.plax`, kein Web, keine Kosten. Ich prüfe kurz die Spalten:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3229,"cache_read_input_tokens":112192,"output_tokens":2899,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3229,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2899,"cache_read_input_tokens":112192,"cache_creation_input_tokens":3229,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3229},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZUJPsKbK1suBdq57xx","type":"assistant","uuid":"abf64170-dcfe-401a-86f4-816a980cd170","timestamp":"2026-07-07T10:45:20.704Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"62168a0f-808f-4412-9919-8422833800a4","isSidechain":false,"promptId":"dd671f2e-3609-4a21-8b9b-a00d19b8a6d7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SRtHUnwonoDhHX7cTvqJk3","type":"tool_result","content":"for|Connect|H1|2755mm, L1, 4501mm||txt_fzg_ab| 23\nvw|new_transporter|normal|3100mm, L1, 5050mm|23\nfor|ranger|h1|3270mm, L1, 5370mm|22\nmcb|vito_lang|normal|3200Lmm, L2, 5140mm|14\nvw|new_transporter|normal|3100mm, L1, 5050mm|23\ncit|Jumpy|H1|2925mm, L1, 4609mm||txt_fzg_ab| 16\n--- distinct typ (für Klassen-Heuristik) ---\nBoxer Caddy Caddy Maxi Citan Combo Maxi Connect Crafter Daily Dokker Express Ducato Expert ID Buzz Jumper Jumpy Kangoo Rapid Master Movano New |txt_fzg_transporter| PV5 Partner ProAce ProAce City ProAce Lang ProAce Max Ranger Scudo Seecontainer 2500x2500x3000 Special 1 2500x2500x2500 Sprinter |txt_fzg_lang| Sprinter |txt_fzg_standard| T6 |txt_fzg_transporter| T6_1 |txt_fzg_transporter| TGE Trafic Transit Transit Custom Vito |txt_fzg_extra_lang| Vito |txt_fzg_lang| Vivaro Vivaro Cargo anhänger_1670x1818x3010 anhänger_1750x1900x4250 anhänger_1772x2088x3708 anhänger_2749x2709x5295 berlingo boxer caddy caddy_maxi citan combo combo_maxi connect crafter d_max_double_cap daily deliver9 doblo_cargo doblo_cargo_maxi ducato eCitan eDELIVER3 eTownstar ecitan edeliver7 esprinter_standard expert express fiorino id_buzz interstar jumper jumpy kangoo_rapid kangoo_rapid_compact kangoo_rapid_etech kofferaufbau_2000x2000x4340 master movano new_transporter nv300 partner primastar proace proace_city proace_lang proace_max pv5 ranger scudo seecontainer_2500x2500x3000 seecontainer_2500x2500x6000 special_1_2500x2500x2500 special_2_1600x1600x1700 sprinter_extralang sprinter_kompakt sprinter_lang sprinter_standard staria t5 t61_transporter t6_transporter talento tge trafic transit transit_courier transit_custom vito_extralang vito_kompakt vito_lang vivaro vivaro_cargo","is_error":false}]},"uuid":"ffc7a101-0d39-4a97-b323-e774d9bd4caa","timestamp":"2026-07-07T10:47:27.785Z","toolUseResult":{"stdout":"for|Connect|H1|2755mm, L1, 4501mm||txt_fzg_ab| 23\nvw|new_transporter|normal|3100mm, L1, 5050mm|23\nfor|ranger|h1|3270mm, L1, 5370mm|22\nmcb|vito_lang|normal|3200Lmm, L2, 5140mm|14\nvw|new_transporter|normal|3100mm, L1, 5050mm|23\ncit|Jumpy|H1|2925mm, L1, 4609mm||txt_fzg_ab| 16\n--- distinct typ (für Klassen-Heuristik) ---\nBoxer Caddy Caddy Maxi Citan Combo Maxi Connect Crafter Daily Dokker Express Ducato Expert ID Buzz Jumper Jumpy Kangoo Rapid Master Movano New |txt_fzg_transporter| PV5 Partner ProAce ProAce City ProAce Lang ProAce Max Ranger Scudo Seecontainer 2500x2500x3000 Special 1 2500x2500x2500 Sprinter |txt_fzg_lang| Sprinter |txt_fzg_standard| T6 |txt_fzg_transporter| T6_1 |txt_fzg_transporter| TGE Trafic Transit Transit Custom Vito |txt_fzg_extra_lang| Vito |txt_fzg_lang| Vivaro Vivaro Cargo anhänger_1670x1818x3010 anhänger_1750x1900x4250 anhänger_1772x2088x3708 anhänger_2749x2709x5295 berlingo boxer caddy caddy_maxi citan combo combo_maxi connect crafter d_max_double_cap daily deliver9 doblo_cargo doblo_cargo_maxi ducato eCitan eDELIVER3 eTownstar ecitan edeliver7 esprinter_standard expert express fiorino id_buzz interstar jumper jumpy kangoo_rapid kangoo_rapid_compact kangoo_rapid_etech kofferaufbau_2000x2000x4340 master movano new_transporter nv300 partner primastar proace proace_city proace_lang proace_max pv5 ranger scudo seecontainer_2500x2500x3000 seecontainer_2500x2500x6000 special_1_2500x2500x2500 special_2_1600x1600x1700 sprinter_extralang sprinter_kompakt sprinter_lang sprinter_standard staria t5 t61_transporter t6_transporter talento tge trafic transit transit_courier transit_custom vito_extralang vito_kompakt vito_lang vivaro vivaro_cargo","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"62168a0f-808f-4412-9919-8422833800a4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"66ca2c29-2eb9-406c-a95f-13b26ebd91d5","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnZpFU4aeYNZY7oar1Yj","type":"message","role":"assistant","content":[{"type":"text","text":"Hersteller-Map steht. Ich schreibe ein Normalisierungs-Skript, das `auftrag_fzg` offline aus den Rohfeldern füllt (Platzhalter `|txt_fzg_x|` aufgelöst, Klasse per Schlagwort, Aufbau/Anhänger als `unbekannt`):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2407,"cache_read_input_tokens":119240,"output_tokens":4108,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2407,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":4108,"cache_read_input_tokens":119240,"cache_creation_input_tokens":2407,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2407},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZpDvYZ8wYSPQqyx1VQ","type":"assistant","uuid":"639c1933-41e2-4bbb-b6a7-59e1274963c5","timestamp":"2026-07-07T10:49:35.855Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"639c1933-41e2-4bbb-b6a7-59e1274963c5","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnZpFU4aeYNZY7oar1Yj","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DU49JMG935Fko9f2aVb4ow","name":"Write","input":{"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_fzg_from_json.py","content":"#!/usr/bin/env python3\n\"\"\"Fahrzeug-Normalisierung aus den JSON-Rohfeldern -> auftrag_fzg.\n\nDer neue Plato-Export enthält die Fahrzeugdaten direkt in auftraege\n(fzg_hersteller_id / fzg_typ / fzg_dach / fzg_rad_stand / fzg_baujahr).\nDamit entfällt die frühere LLM-Extraktion aus den .plax. Dieses Skript\nmappt das Hersteller-Kürzel auf den Klarnamen, räumt die Platzhalter\n(|txt_fzg_x| -> x) auf, leitet Klasse (Schlagwort) und Größe (L aus\nRadstand + Dach) ab und schreibt auftrag_fzg. Idempotent: leert die\nTabelle vorher. Nach import.py laufen.\n\"\"\"\nimport argparse\nimport datetime\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nHERSTELLER = {\n \"for\": \"Ford\", \"vw\": \"VW\", \"mcb\": \"Mercedes-Benz\", \"ren\": \"Renault\",\n \"fia\": \"Fiat\", \"ope\": \"Opel\", \"peu\": \"Peugeot\", \"toy\": \"Toyota\",\n \"man\": \"MAN\", \"ive\": \"Iveco\", \"cit\": \"Citroën\", \"nis\": \"Nissan\",\n \"kia\": \"Kia\", \"isu\": \"Isuzu\", \"hyn\": \"Hyundai\", \"dac\": \"Dacia\",\n # Aufbau/Anhänger statt Fahrzeug\n \"anh\": \"Anhänger\", \"con\": \"Container\", \"kof\": \"Kofferaufbau\", \"spe\": \"Sonderaufbau\",\n}\n\nAUFBAU_HERST = {\"anh\", \"con\", \"kof\", \"spe\"}\nAUFBAU_KW = (\"anhänger\", \"anhanger\", \"seecontainer\", \"container\", \"kofferaufbau\", \"special\")\nPICKUP_KW = (\"ranger\", \"d_max\", \"dmax\", \"hilux\", \"amarok\", \"navara\", \"l200\", \"gladiator\")\n\nPLATZHALTER = re.compile(r\"\\|txt_fzg_(\\w+)\\|\")\nL_RE = re.compile(r\"\\bL(\\d)\\b\")\nH_RE = re.compile(r\"^[Hh]\\d$\")\n\n\ndef entplatzhaltern(s):\n return PLATZHALTER.sub(lambda m: m.group(1), s or \"\")\n\n\ndef klarname(typ_raw):\n s = entplatzhaltern(typ_raw).replace(\"_\", \" \").strip()\n s = re.sub(r\"\\s+\", \" \", s)\n return s.title() if s else None\n\n\ndef klasse(hid, typ_raw):\n t = typ_raw.lower()\n if hid in AUFBAU_HERST or any(k in t for k in AUFBAU_KW):\n return \"unbekannt\"\n if any(k in t for k in PICKUP_KW):\n return \"pickup\"\n return \"van\"\n\n\ndef groesse(dach, rad):\n lm = L_RE.search(rad or \"\")\n lp = f\"L{lm.group(1)}\" if lm else \"\"\n d = (dach or \"\").strip()\n hp = d.upper() if H_RE.match(d) else \"\"\n return (lp + hp) or None\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n args = ap.parse_args()\n\n heute = datetime.date.today().isoformat()\n con = sqlite3.connect(args.db)\n con.execute(\"DELETE FROM auftrag_fzg\")\n\n rows = con.execute(\n \"SELECT auftrag_id, fzg_hersteller_id, fzg_typ, fzg_dach, fzg_rad_stand, fzg_baujahr \"\n \"FROM auftraege\"\n ).fetchall()\n\n n_van = n_pick = n_unb = 0\n for auftrag_id, hid, typ, dach, rad, baujahr in rows:\n hid = (hid or \"\").strip()\n typ = (typ or \"\").strip()\n if not typ:\n kl, herst, modell, gr = \"unbekannt\", None, None, None\n quelle = \"keine\"\n else:\n kl = klasse(hid, typ)\n herst = HERSTELLER.get(hid, hid.upper() or None)\n modell = klarname(typ)\n gr = groesse(dach, rad)\n quelle = \"json\"\n if kl == \"van\":\n n_van += 1\n elif kl == \"pickup\":\n n_pick += 1\n else:\n n_unb += 1\n con.execute(\n \"INSERT INTO auftrag_fzg \"\n \"(auftrag_id, fzg_klasse, hersteller, modell, groesse, baujahr, konfidenz, quelle, veredelt_am) \"\n \"VALUES (?,?,?,?,?,?,?,?,?)\",\n (auftrag_id, kl, herst, modell, gr, entplatzhaltern(baujahr).strip() or None,\n 1.0 if quelle == \"json\" else 0.0, quelle, heute),\n )\n\n con.commit()\n print(f\"auftrag_fzg {len(rows)} (van {n_van}, pickup {n_pick}, unbekannt {n_unb})\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2407,"cache_read_input_tokens":119240,"output_tokens":4108,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2407,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":4108,"cache_read_input_tokens":119240,"cache_creation_input_tokens":2407,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2407},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnZpDvYZ8wYSPQqyx1VQ","type":"assistant","uuid":"ffbd26d5-9e5e-4565-b7df-a05d4985ab8d","timestamp":"2026-07-07T10:49:53.301Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"ffbd26d5-9e5e-4565-b7df-a05d4985ab8d","isSidechain":false,"promptId":"dd671f2e-3609-4a21-8b9b-a00d19b8a6d7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DU49JMG935Fko9f2aVb4ow","type":"tool_result","content":"File created successfully at: /Users/marcus.hinz/projects/08-07/pipeline/enrich_fzg_from_json.py (file state is current in your context — no need to Read it back)"}]},"uuid":"2781f198-49d5-4303-9071-c514250571f8","timestamp":"2026-07-07T10:49:53.335Z","toolUseResult":{"type":"create","filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_fzg_from_json.py","content":"#!/usr/bin/env python3\n\"\"\"Fahrzeug-Normalisierung aus den JSON-Rohfeldern -> auftrag_fzg.\n\nDer neue Plato-Export enthält die Fahrzeugdaten direkt in auftraege\n(fzg_hersteller_id / fzg_typ / fzg_dach / fzg_rad_stand / fzg_baujahr).\nDamit entfällt die frühere LLM-Extraktion aus den .plax. Dieses Skript\nmappt das Hersteller-Kürzel auf den Klarnamen, räumt die Platzhalter\n(|txt_fzg_x| -> x) auf, leitet Klasse (Schlagwort) und Größe (L aus\nRadstand + Dach) ab und schreibt auftrag_fzg. Idempotent: leert die\nTabelle vorher. Nach import.py laufen.\n\"\"\"\nimport argparse\nimport datetime\nimport re\nimport sqlite3\nfrom pathlib import Path\n\nHERSTELLER = {\n \"for\": \"Ford\", \"vw\": \"VW\", \"mcb\": \"Mercedes-Benz\", \"ren\": \"Renault\",\n \"fia\": \"Fiat\", \"ope\": \"Opel\", \"peu\": \"Peugeot\", \"toy\": \"Toyota\",\n \"man\": \"MAN\", \"ive\": \"Iveco\", \"cit\": \"Citroën\", \"nis\": \"Nissan\",\n \"kia\": \"Kia\", \"isu\": \"Isuzu\", \"hyn\": \"Hyundai\", \"dac\": \"Dacia\",\n # Aufbau/Anhänger statt Fahrzeug\n \"anh\": \"Anhänger\", \"con\": \"Container\", \"kof\": \"Kofferaufbau\", \"spe\": \"Sonderaufbau\",\n}\n\nAUFBAU_HERST = {\"anh\", \"con\", \"kof\", \"spe\"}\nAUFBAU_KW = (\"anhänger\", \"anhanger\", \"seecontainer\", \"container\", \"kofferaufbau\", \"special\")\nPICKUP_KW = (\"ranger\", \"d_max\", \"dmax\", \"hilux\", \"amarok\", \"navara\", \"l200\", \"gladiator\")\n\nPLATZHALTER = re.compile(r\"\\|txt_fzg_(\\w+)\\|\")\nL_RE = re.compile(r\"\\bL(\\d)\\b\")\nH_RE = re.compile(r\"^[Hh]\\d$\")\n\n\ndef entplatzhaltern(s):\n return PLATZHALTER.sub(lambda m: m.group(1), s or \"\")\n\n\ndef klarname(typ_raw):\n s = entplatzhaltern(typ_raw).replace(\"_\", \" \").strip()\n s = re.sub(r\"\\s+\", \" \", s)\n return s.title() if s else None\n\n\ndef klasse(hid, typ_raw):\n t = typ_raw.lower()\n if hid in AUFBAU_HERST or any(k in t for k in AUFBAU_KW):\n return \"unbekannt\"\n if any(k in t for k in PICKUP_KW):\n return \"pickup\"\n return \"van\"\n\n\ndef groesse(dach, rad):\n lm = L_RE.search(rad or \"\")\n lp = f\"L{lm.group(1)}\" if lm else \"\"\n d = (dach or \"\").strip()\n hp = d.upper() if H_RE.match(d) else \"\"\n return (lp + hp) or None\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n args = ap.parse_args()\n\n heute = datetime.date.today().isoformat()\n con = sqlite3.connect(args.db)\n con.execute(\"DELETE FROM auftrag_fzg\")\n\n rows = con.execute(\n \"SELECT auftrag_id, fzg_hersteller_id, fzg_typ, fzg_dach, fzg_rad_stand, fzg_baujahr \"\n \"FROM auftraege\"\n ).fetchall()\n\n n_van = n_pick = n_unb = 0\n for auftrag_id, hid, typ, dach, rad, baujahr in rows:\n hid = (hid or \"\").strip()\n typ = (typ or \"\").strip()\n if not typ:\n kl, herst, modell, gr = \"unbekannt\", None, None, None\n quelle = \"keine\"\n else:\n kl = klasse(hid, typ)\n herst = HERSTELLER.get(hid, hid.upper() or None)\n modell = klarname(typ)\n gr = groesse(dach, rad)\n quelle = \"json\"\n if kl == \"van\":\n n_van += 1\n elif kl == \"pickup\":\n n_pick += 1\n else:\n n_unb += 1\n con.execute(\n \"INSERT INTO auftrag_fzg \"\n \"(auftrag_id, fzg_klasse, hersteller, modell, groesse, baujahr, konfidenz, quelle, veredelt_am) \"\n \"VALUES (?,?,?,?,?,?,?,?,?)\",\n (auftrag_id, kl, herst, modell, gr, entplatzhaltern(baujahr).strip() or None,\n 1.0 if quelle == \"json\" else 0.0, quelle, heute),\n )\n\n con.commit()\n print(f\"auftrag_fzg {len(rows)} (van {n_van}, pickup {n_pick}, unbekannt {n_unb})\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"ffbd26d5-9e5e-4565-b7df-a05d4985ab8d","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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DC7w1cTs6DiATwMRtTZRauyI8jt3zY6FqN40sCb6d4lRsQ1LLdANyt/kxNhGioUOkNyHDXOPXnOtcFcasS/2kAi3XzuxoU73tU5V4gF2UjNLFR7eTdOWUbdZN0WM0EWnl41ZNs9vmTMkclxtdXa+vNfIFxEhHJWLmje34yoqWySSTAUV0J8eftac0n3HoZrT1Rd3VOLKjTf4IahSLBXlLUQA4U7ykWoWPh71A9VyMjSuSNYj7BvCQUe2iaApW/vjSEYAQ=="}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":663,"cache_read_input_tokens":128030,"output_tokens":1663,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":663,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1663,"cache_read_input_tokens":128030,"cache_creation_input_tokens":663,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":663},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaGNANStmU6ih8yyxWz","type":"assistant","uuid":"b7d98324-420d-4ff8-8746-c6b526d9ebf4","timestamp":"2026-07-07T10:55:22.896Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b7d98324-420d-4ff8-8746-c6b526d9ebf4","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaGRuqdyEJmG8SbcZj3","type":"message","role":"assistant","content":[{"type":"text","text":"Ja. Ich bereite den Generator vor und validiere an einer kleinen Stichprobe, bevor alle 1410 laufen. Zuerst das erwartete Format ansehen (bestehende `enrichment/`-JSONs + wie `enrich_load.py` sie einliest):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":663,"cache_read_input_tokens":128030,"output_tokens":1663,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":663,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1663,"cache_read_input_tokens":128030,"cache_creation_input_tokens":663,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":663},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaGNANStmU6ih8yyxWz","type":"assistant","uuid":"f31eda22-281d-4cbc-9023-f9325c93893f","timestamp":"2026-07-07T10:55:25.044Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f31eda22-281d-4cbc-9023-f9325c93893f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaGRuqdyEJmG8SbcZj3","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JN2Xxqp5ybFEPDuhp4iiKg","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\necho \"=== enrichment/ Dateien ===\"; ls pipeline/enrichment/ | head\necho \"=== eine Beispiel-JSON (Anfang) ===\"; head -c 1600 pipeline/enrichment/$(ls pipeline/enrichment/ | grep -m1 json)\necho; echo \"=== enrich_load.py ab Zeile 25 ===\"; sed -n '25,90p' pipeline/enrich_load.py","description":"Bestehendes Enrichment-Format und Loader"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":663,"cache_read_input_tokens":128030,"output_tokens":1663,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":663,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1663,"cache_read_input_tokens":128030,"cache_creation_input_tokens":663,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":663},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaGNANStmU6ih8yyxWz","type":"assistant","uuid":"e3d36045-f555-4801-8e57-6ceab21c3321","timestamp":"2026-07-07T10:55:27.407Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e3d36045-f555-4801-8e57-6ceab21c3321","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JN2Xxqp5ybFEPDuhp4iiKg","type":"tool_result","content":"=== enrichment/ Dateien ===\nresult_00.json\nresult_01.json\nresult_02.json\nresult_03.json\nresult_04.json\nresult_05.json\nresult_06.json\nresult_07.json\nresult_08.json\nresult_09.json\n=== eine Beispiel-JSON (Anfang) ===\n[\n {\n \"kunde_id\": 1,\n \"branche_text\": \"Maschinen- und Sägearbeiten (vermutlich Betonschneiden/Kernbohren, Bau)\",\n \"branche_nace\": \"43.99\",\n \"gewerk\": \"Bau-Dach\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": null,\n \"umsatz_kl\": null,\n \"gruendungsjahr\": null,\n \"rechtsform\": \"AS\",\n \"website\": null,\n \"ort\": \"Sauda\",\n \"bundesland\": null,\n \"hr_nummer\": null,\n \"konfidenz\": 0.35,\n \"bestaetigt\": 0,\n \"quelle_primaer\": \"proff.no\",\n \"belege\": \"Norwegisches AS in der Region Sauda/Saudasjoen (PLZ-Raum 4208/4550, Rogaland); Name 'Maskin & Saging' deutet auf Maschinen-/Sägearbeiten. Kein Registertreffer fuer die genaue Adresse Danefjell 3, 4550 gefunden; die in Saudasjoen registrierte HS Maskin AS sitzt unter Nesoyra 12 (4208) und ist in Zwangsabwicklung. Quellen: https://www.proff.no/selskap/h.s-maskin-as/skollenborg/bygg-og-anleggsleverand%C3%B8rer/IF7OVOJ0CVG , https://www.1881.no/slipe-og-fileverksteder/slipe-og-fileverksteder-rogaland/slipe-og-fileverksteder-saudasjoeen/hs-maskin-as_100607190S1/\"\n },\n {\n \"kunde_id\": 2,\n \"branche_text\": \"Kfz-Handel (Gebraucht-/Nutzfahrzeuge, Neuwagen)\",\n \"branche_nace\": \"45.11\",\n \"gewerk\": \"Kfz\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": \"1-9\",\n \"umsatz_kl\": null,\n \"gruendungsjahr\": 1989,\n \"rechtsform\": \"Ditta individuale\",\n \"website\": \"https://www.autoscout24.it/concessionari/car-s-paradise-di-andrea-tosti\",\n \"ort\": \"Fiumicino\",\n \"bundesland\": null,\n \"hr_nummer\": \"P.IVA 07517421009\",\n \"konfidenz\": 0.7,\n \"bestaetigt\": 0,\n \"quelle_primaer\": \"ufficiocamerale.it\",\n \"belege\": \"Autohaus/Concessionaria von Andrea Tosti in F\n=== enrich_load.py ab Zeile 25 ===\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n con = sqlite3.connect(args.db)\n con.execute(\"PRAGMA foreign_keys = ON\")\n names = dict(con.execute(\"SELECT kunde_id, name_roh FROM kunden\").fetchall())\n plzs = dict(con.execute(\"SELECT kunde_id, plz FROM kunden\").fetchall())\n\n con.execute(\"DELETE FROM kunde_firmendaten\")\n con.execute(\"DELETE FROM web_cache\")\n\n for r in rows:\n kid = r[\"kunde_id\"]\n con.execute(\n \"INSERT INTO kunde_firmendaten \"\n \"(kunde_id, branche_nace, branche_text, gewerk, segment, mitarbeiter_kl, \"\n \"umsatz_kl, gruendungsjahr, rechtsform, website, geo_lat, geo_lon, ort, \"\n \"bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, veredelt_am) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,NULL,NULL,?,?,?,?,?,?,?)\",\n (kid, r[\"branche_nace\"], r[\"branche_text\"], r[\"gewerk\"], r[\"segment\"],\n r[\"mitarbeiter_kl\"], r[\"umsatz_kl\"], r[\"gruendungsjahr\"], r[\"rechtsform\"],\n r[\"website\"], r[\"ort\"], r[\"bundesland\"], r[\"hr_nummer\"], r[\"konfidenz\"],\n r[\"bestaetigt\"], r[\"quelle_primaer\"], args.datum),\n )\n con.execute(\n \"INSERT OR IGNORE INTO web_cache \"\n \"(query_name, query_plz, quelle, abgerufen_am, http_status, raw_json) \"\n \"VALUES (?,?,?,?,NULL,?)\",\n (names[kid], plzs[kid], r[\"quelle_primaer\"], args.datum, r[\"belege\"]),\n )\n\n con.commit()\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n nb = con.execute(\"SELECT COUNT(*) FROM kunde_firmendaten WHERE bestaetigt=1\").fetchone()[0]\n print(f\"kunde_firmendaten {n('kunde_firmendaten')} (bestätigt {nb})\")\n print(f\"web_cache {n('web_cache')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()","is_error":false}]},"uuid":"bd331f86-2463-4983-a203-89db3fe5b484","timestamp":"2026-07-07T10:55:34.541Z","toolUseResult":{"stdout":"=== enrichment/ Dateien ===\nresult_00.json\nresult_01.json\nresult_02.json\nresult_03.json\nresult_04.json\nresult_05.json\nresult_06.json\nresult_07.json\nresult_08.json\nresult_09.json\n=== eine Beispiel-JSON (Anfang) ===\n[\n {\n \"kunde_id\": 1,\n \"branche_text\": \"Maschinen- und Sägearbeiten (vermutlich Betonschneiden/Kernbohren, Bau)\",\n \"branche_nace\": \"43.99\",\n \"gewerk\": \"Bau-Dach\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": null,\n \"umsatz_kl\": null,\n \"gruendungsjahr\": null,\n \"rechtsform\": \"AS\",\n \"website\": null,\n \"ort\": \"Sauda\",\n \"bundesland\": null,\n \"hr_nummer\": null,\n \"konfidenz\": 0.35,\n \"bestaetigt\": 0,\n \"quelle_primaer\": \"proff.no\",\n \"belege\": \"Norwegisches AS in der Region Sauda/Saudasjoen (PLZ-Raum 4208/4550, Rogaland); Name 'Maskin & Saging' deutet auf Maschinen-/Sägearbeiten. Kein Registertreffer fuer die genaue Adresse Danefjell 3, 4550 gefunden; die in Saudasjoen registrierte HS Maskin AS sitzt unter Nesoyra 12 (4208) und ist in Zwangsabwicklung. Quellen: https://www.proff.no/selskap/h.s-maskin-as/skollenborg/bygg-og-anleggsleverand%C3%B8rer/IF7OVOJ0CVG , https://www.1881.no/slipe-og-fileverksteder/slipe-og-fileverksteder-rogaland/slipe-og-fileverksteder-saudasjoeen/hs-maskin-as_100607190S1/\"\n },\n {\n \"kunde_id\": 2,\n \"branche_text\": \"Kfz-Handel (Gebraucht-/Nutzfahrzeuge, Neuwagen)\",\n \"branche_nace\": \"45.11\",\n \"gewerk\": \"Kfz\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": \"1-9\",\n \"umsatz_kl\": null,\n \"gruendungsjahr\": 1989,\n \"rechtsform\": \"Ditta individuale\",\n \"website\": \"https://www.autoscout24.it/concessionari/car-s-paradise-di-andrea-tosti\",\n \"ort\": \"Fiumicino\",\n \"bundesland\": null,\n \"hr_nummer\": \"P.IVA 07517421009\",\n \"konfidenz\": 0.7,\n \"bestaetigt\": 0,\n \"quelle_primaer\": \"ufficiocamerale.it\",\n \"belege\": \"Autohaus/Concessionaria von Andrea Tosti in F\n=== enrich_load.py ab Zeile 25 ===\n ap.add_argument(\"--src\", default=here / \"enrichment\")\n ap.add_argument(\"--datum\", default=\"2026-06-30\")\n args = ap.parse_args()\n\n rows = []\n for f in sorted(glob.glob(str(Path(args.src) / \"result_*.json\"))):\n rows.extend(json.loads(Path(f).read_text()))\n\n con = sqlite3.connect(args.db)\n con.execute(\"PRAGMA foreign_keys = ON\")\n names = dict(con.execute(\"SELECT kunde_id, name_roh FROM kunden\").fetchall())\n plzs = dict(con.execute(\"SELECT kunde_id, plz FROM kunden\").fetchall())\n\n con.execute(\"DELETE FROM kunde_firmendaten\")\n con.execute(\"DELETE FROM web_cache\")\n\n for r in rows:\n kid = r[\"kunde_id\"]\n con.execute(\n \"INSERT INTO kunde_firmendaten \"\n \"(kunde_id, branche_nace, branche_text, gewerk, segment, mitarbeiter_kl, \"\n \"umsatz_kl, gruendungsjahr, rechtsform, website, geo_lat, geo_lon, ort, \"\n \"bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, veredelt_am) \"\n \"VALUES (?,?,?,?,?,?,?,?,?,?,NULL,NULL,?,?,?,?,?,?,?)\",\n (kid, r[\"branche_nace\"], r[\"branche_text\"], r[\"gewerk\"], r[\"segment\"],\n r[\"mitarbeiter_kl\"], r[\"umsatz_kl\"], r[\"gruendungsjahr\"], r[\"rechtsform\"],\n r[\"website\"], r[\"ort\"], r[\"bundesland\"], r[\"hr_nummer\"], r[\"konfidenz\"],\n r[\"bestaetigt\"], r[\"quelle_primaer\"], args.datum),\n )\n con.execute(\n \"INSERT OR IGNORE INTO web_cache \"\n \"(query_name, query_plz, quelle, abgerufen_am, http_status, raw_json) \"\n \"VALUES (?,?,?,?,NULL,?)\",\n (names[kid], plzs[kid], r[\"quelle_primaer\"], args.datum, r[\"belege\"]),\n )\n\n con.commit()\n n = lambda t: con.execute(f\"SELECT COUNT(*) FROM {t}\").fetchone()[0]\n nb = con.execute(\"SELECT COUNT(*) FROM kunde_firmendaten WHERE bestaetigt=1\").fetchone()[0]\n print(f\"kunde_firmendaten {n('kunde_firmendaten')} (bestätigt {nb})\")\n print(f\"web_cache {n('web_cache')}\")\n con.close()\n\n\nif __name__ == \"__main__\":\n main()","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e3d36045-f555-4801-8e57-6ceab21c3321","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"f6660d81-402b-41db-bf57-9ee41f97dd63","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaJw3rFaFgxLwd58oFr","type":"message","role":"assistant","content":[{"type":"text","text":"Format klar: pro Kunde ein Record mit `gewerk` aus dem Keymap (Kfz/SHK-HLK/Bau-Dach/…), `segment` (Handwerk/Industrie/Flotte/öffentlich), plus `belege`. Ein Detail: die alten `result_*.json` referenzieren **alte** `kunde_id`s (191er-DB) — nach dem Neuaufbau sind die IDs neu vergeben, die alten Dateien wären falsch zugeordnet. Ich generiere daher frisch und lege die alten beiseite.\n\nIch schreibe den Generator: pro Kunde ein Sonnet-Aufruf mit server-seitiger `web_search`, strukturiertes JSON zurück, resumierbar (JSONL-Append). Dann Pilot mit 5 Kunden."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3680,"cache_read_input_tokens":128693,"output_tokens":5598,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3680,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":5598,"cache_read_input_tokens":128693,"cache_creation_input_tokens":3680,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3680},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaJuZYoApjJsQvL422s","type":"assistant","uuid":"aedcc428-9dba-4e44-b6d5-763125c124c0","timestamp":"2026-07-07T10:56:22.699Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"aedcc428-9dba-4e44-b6d5-763125c124c0","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaJw3rFaFgxLwd58oFr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LRAXDSyTbwhorA6YrYAawX","name":"Write","input":{"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","content":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3680,"cache_read_input_tokens":128693,"output_tokens":5598,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3680,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":5598,"cache_read_input_tokens":128693,"cache_creation_input_tokens":3680,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3680},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaJuZYoApjJsQvL422s","type":"assistant","uuid":"db086875-7a8a-4ce3-8fa4-2f5f54a00d12","timestamp":"2026-07-07T10:56:51.312Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"db086875-7a8a-4ce3-8fa4-2f5f54a00d12","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LRAXDSyTbwhorA6YrYAawX","type":"tool_result","content":"File created successfully at: /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py (file state is current in your context — no need to Read it back)"}]},"uuid":"2f063814-0c55-4581-8aa9-f2e01aae407f","timestamp":"2026-07-07T10:56:51.328Z","toolUseResult":{"type":"create","filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","content":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"db086875-7a8a-4ce3-8fa4-2f5f54a00d12","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"2f063814-0c55-4581-8aa9-f2e01aae407f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaQcCgzbZ1Y4FUp5SLn","type":"message","role":"assistant","content":[{"type":"text","text":"Pilot mit 5 Kunden:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5659,"cache_read_input_tokens":132373,"output_tokens":139,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":5659,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":139,"cache_read_input_tokens":132373,"cache_creation_input_tokens":5659,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":5659},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaQa2imL7CeBkJeLfyW","type":"assistant","uuid":"41098fdb-fb15-4800-be54-18c7107633d2","timestamp":"2026-07-07T10:56:54.962Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"41098fdb-fb15-4800-be54-18c7107633d2","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaQcCgzbZ1Y4FUp5SLn","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018G8MrH614PKXEM4r9Cg6JG","name":"Bash","input":{"command":"python3 pipeline/enrich_branche.py --limit 5","description":"Branche-Pilot 5 Kunden"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5659,"cache_read_input_tokens":132373,"output_tokens":139,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":5659,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":139,"cache_read_input_tokens":132373,"cache_creation_input_tokens":5659,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":5659},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaQa2imL7CeBkJeLfyW","type":"assistant","uuid":"e2828c9d-f1a0-4fc9-9353-69e13b37e48d","timestamp":"2026-07-07T10:56:56.004Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e2828c9d-f1a0-4fc9-9353-69e13b37e48d","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\n[1] kunde 1 MADSPUSSEROPP AS -> Sonstige / Handwerk (0.55)\nTraceback (most recent call last):\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 141, in <module>\n main()\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 130, in main\n rec = frage(key, dict(k))\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 86, in frage\n return json_objekt(text)\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 60, in json_objekt\n return json.loads(text[start:end + 1])\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/__init__.py\", line 346, in loads\n return _default_decoder.decode(s)\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/decoder.py\", line 337, in decode\n obj, end = self.raw_decode(s, idx=_w(s, 0).end())\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/decoder.py\", line 355, in raw_decode\n raise JSONDecodeError(\"Expecting value\", s, err.value) from None\njson.decoder.JSONDecodeError: Expecting value: line 1 column 1 (char 0)","is_error":true,"tool_use_id":"toolu_018G8MrH614PKXEM4r9Cg6JG"}]},"uuid":"2239741e-9c89-487e-88ff-555ae1d0f3b5","timestamp":"2026-07-07T10:57:47.912Z","toolUseResult":"Error: Exit code 1\n[1] kunde 1 MADSPUSSEROPP AS -> Sonstige / Handwerk (0.55)\nTraceback (most recent call last):\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 141, in <module>\n main()\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 130, in main\n rec = frage(key, dict(k))\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 86, in frage\n return json_objekt(text)\n File \"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py\", line 60, in json_objekt\n return json.loads(text[start:end + 1])\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/__init__.py\", line 346, in loads\n return _default_decoder.decode(s)\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/decoder.py\", line 337, in decode\n obj, end = self.raw_decode(s, idx=_w(s, 0).end())\n File \"/Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/json/decoder.py\", line 355, in raw_decode\n raise JSONDecodeError(\"Expecting value\", s, err.value) from None\njson.decoder.JSONDecodeError: Expecting value: line 1 column 1 (char 0)","sourceToolAssistantUUID":"e2828c9d-f1a0-4fc9-9353-69e13b37e48d","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"cfa9430b-45da-4780-8fb1-e14931dfa979","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PFudcAftieeDQ7oecs5f9t","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"56840419-17ee-41d8-9f13-d61b68cedcad","timestamp":"2026-07-07T10:58:13.150Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":"def json_objekt(text):\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])","newString":"def json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":55,"oldLines":6,"newStart":55,"newLines":7,"lines":[" "," "," def json_objekt(text):","+ text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()"," start = text.find(\"{\")"," end = text.rfind(\"}\")"," return json.loads(text[start:end + 1])"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"cfa9430b-45da-4780-8fb1-e14931dfa979","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"56840419-17ee-41d8-9f13-d61b68cedcad","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaWd4CcRb8BAgzasVVY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MZQdZHGppTeqsensg5HtAj","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)","new_string":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n return json_objekt(texte[-1]) if texte else {}"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1746,"cache_read_input_tokens":138758,"output_tokens":361,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1746,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":361,"cache_read_input_tokens":138758,"cache_creation_input_tokens":1746,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1746},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaWbiLoc4ZAv9g27yds","type":"assistant","uuid":"db2e784f-5367-48e1-b158-c6509847205a","timestamp":"2026-07-07T10:58:17.741Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"db2e784f-5367-48e1-b158-c6509847205a","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MZQdZHGppTeqsensg5HtAj","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"e9dda168-7a7c-4caf-9075-4fd681fe0935","timestamp":"2026-07-07T10:58:17.772Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)","newString":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n return json_objekt(texte[-1]) if texte else {}","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")\n return json_objekt(text)\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":83,"oldLines":8,"newStart":83,"newLines":9,"lines":[" \"content-type\": \"application/json\"})"," with urllib.request.urlopen(req, timeout=120) as r:"," resp = json.load(r)","- text = \"\".join(b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\")","- return json_objekt(text)","+ # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.","+ texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]","+ return json_objekt(texte[-1]) if texte else {}"," "," "," def main():"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"db2e784f-5367-48e1-b158-c6509847205a","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e9dda168-7a7c-4caf-9075-4fd681fe0935","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaX1zLdCNjYLfKUXvES","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01D8yMnzKvXeTBAPkrMyEAmG","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")","new_string":" try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":425,"cache_read_input_tokens":140504,"output_tokens":608,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":425,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":608,"cache_read_input_tokens":140504,"cache_creation_input_tokens":425,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":425},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnaWwi7eGKDxDCB8yfKj","type":"assistant","uuid":"b34a0a71-639e-44ee-9e49-5c56de62dfb7","timestamp":"2026-07-07T10:58:27.243Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b34a0a71-639e-44ee-9e49-5c56de62dfb7","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01D8yMnzKvXeTBAPkrMyEAmG","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"4c3c8849-6bec-434d-aa1a-c96f9db4d7e9","timestamp":"2026-07-07T10:58:27.279Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")","newString":" try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n return json_objekt(texte[-1]) if texte else {}\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n rec = frage(key, dict(k))\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":129,"oldLines":8,"newStart":129,"newLines":11,"lines":[" continue"," if args.limit and getan >= args.limit:"," break","- rec = frage(key, dict(k))","- rec = {\"kunde_id\": k[\"kunde_id\"], **{f: rec.get(f) for f in FELDER}}","+ try:","+ roh = frage(key, dict(k))","+ except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen","+ roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}","+ rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}"," fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")"," fh.flush()"," getan += 1"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"b34a0a71-639e-44ee-9e49-5c56de62dfb7","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"f86a259f-a840-40e9-ba08-8a7786913886","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016gcjaUMTaByJNLFKU7hp9C","type":"tool_result","content":"[1] kunde 2 Harald A Møller. Biltilpasning. -> None / None (None)\n[2] kunde 3 MIØSEN OPPMÅLING AS -> Sonstige / Handwerk (0.85)\n[3] kunde 4 SKANSKA NORGE AS PR. 245796 -> Bau-Dach / Industrie (0.85)\n[4] kunde 5 Kverneland Bil avd Kristiansand -> Kfz / Handwerk (0.9)\n[5] kunde 6 LEIF GROMSTADS AUTO AS -> Kfz / Handwerk (0.9)\nfertig: 5 Kunden bearbeitet, 6/1410 gesamt\n--- JSONL Inhalt ---\n{\"kunde_id\": 1, \"branche_text\": \"Filmproduksjon / Innholdsproduksjon (sosiale medier, oppussing/håndverker-innhold)\", \"branche_nace\": \"59.110\", \"gewerk\": \"Sonstige\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"1-9\", \"umsatz_kl\": null, \"gruendungsjahr\": 2022, \"rechtsform\": \"Aksjeselskap (AS)\", \"website\": null, \"ort\": \"Porsgrunn\", \"bundesland\": \"Vestfold og Telemark\", \"hr_nummer\": \"930068411\", \"konfidenz\": 0.55, \"bestaetigt\": 0, \"quelle_primaer\": \"proff.no\", \"belege\": \"Laut Proff.no ist Madspusseropp AS (Org.nr. 930 068 411) unter NACE 59.110 'Produksjon av film, video og fjernsynsprogrammer' registriert, mit Sitz in Porsgrunn (Bjørkedalvegen 428, 3948) – Postleitzahl 3946/3948 liegen beide in der Gemeinde Porsgrunn, was zur angefragten Adresse passt. Das Unternehmen gehört zu Mads Clemmetsen, einem als 'MadsPusserOpp' bekannten Elektriker/Handwerker und Social-Media-Content-Creator, der Renovierungsprojekte dokumentiert; die eigentliche Geschäftstätigkeit ist jedoch als Medien-/Filmproduktion registriert, nicht als klassisches Handwerksgewerk, daher niedrige Konfidenz bei der Gewerk/Segment-Zuordnung.\"}\n{\"kunde_id\": 2, \"branche_text\": null, \"branche_nace\": null, \"gewerk\": null, \"segment\": null, \"mitarbeiter_kl\": null, \"umsatz_kl\": null, \"gruendungsjahr\": null, \"rechtsform\": null, \"website\": null, \"ort\": null, \"bundesland\": null, \"hr_nummer\": null, \"konfidenz\": null, \"bestaetigt\": null, \"quelle_primaer\": null, \"belege\": null}\n{\"kunde_id\": 3, \"branche_text\": \"Landmåling / Oppmålingstjenester (Geodäsie, Vermessung)\", \"branche_nace\": \"71.122\", \"gewerk\": \"Sonstige\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"1-9\", \"umsatz_kl\": null, \"gruendungsjahr\": 2018, \"rechtsform\": \"Aksjeselskap (AS)\", \"website\": \"https://m-opp.no/\", \"ort\": \"Løten\", \"bundesland\": \"Innlandet\", \"hr_nummer\": \"921506724\", \"konfidenz\": 0.85, \"bestaetigt\": 1, \"quelle_primaer\": \"virksomhet.brreg.no\", \"belege\": \"Registereintrag bei Brønnøysundregistrene bestätigt Adresse Rudbergvegen 8B, 2340 Løten, NACE-Code 71.122 (Geologiske undersøkelser/Landmåling), gegründet 06.09.2018 (brreg.no, proff.no). Firmenwebsite m-opp.no beschreibt Kerngeschäft als Vermessungs-, Geodäsie- und 3D-Scanning-Dienstleistungen für Innlandet und Akershus.\"}\n{\"kunde_id\": 4, \"branche_text\": \"Bauunternehmen / Hochbau- und Tiefbau-Generalunternehmer\", \"branche_nace\": \"41.20 (Oppføring av bygninger)\", \"gewerk\": \"Bau-Dach\", \"segment\": \"Industrie\", \"mitarbeiter_kl\": \"250+\", \"umsatz_kl\": \">1 Mrd NOK\", \"gruendungsjahr\": 1986, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.skanska.no\", \"ort\": \"Oslo\", \"bundesland\": \"Oslo\", \"hr_nummer\": \"943049467\", \"konfidenz\": 0.85, \"bestaetigt\": 1, \"quelle_primaer\": \"purehelp.no\", \"belege\": \"Adresse Lakkegata 53, 0187 Oslo stimmt exakt mit dem Registereintrag von Skanska Norge AS (Org.nr. 943049467) überein, laut purehelp.no gegründet/registriert 12.03.1995 (ursprünglich 1986), Branche 'Oppføring av bygninger' (NACE 41.000); Umsatz 2024 laut purehelp.no ca. NOK 15 Mrd., Mitarbeiterzahl laut Skanska-Pressebereich ca. 4100 (kommunikasjon.ntb.no). Der Zusatz 'PR. 245796' im Firmennamen deutet auf eine interne Projektreferenz hin, die Kernfirma bleibt Skanska Norge AS.\"}\n{\"kunde_id\": 5, \"branche_text\": \"Autohaus / Kfz-Werkstatt (Ford-Vertragshändler)\", \"branche_nace\": \"47.810\", \"gewerk\": \"Kfz\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": null, \"umsatz_kl\": null, \"gruendungsjahr\": null, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.ford.kvernelandbil.no/utsalgssted/1189/kverneland-bil-as-kristiansand\", \"ort\": \"Kristiansand S\", \"bundesland\": \"Agder\", \"hr_nummer\": \"977 047 684\", \"konfidenz\": 0.9, \"bestaetigt\": 1, \"quelle_primaer\": \"proff.no\", \"belege\": \"Proff.no bestätigt die Adresse Barstølveien 6, 4636 Kristiansand S für 'Kverneland Bil Ford Kristiansand' (Org.nr. 977 047 684), Hovedenhet KVERNELAND BIL AS, NACE 47.810 Detaljhandel med motorvogner (https://www.proff.no/selskap/kverneland-bil-ford-kristiansand/kristiansand-s/biler-og-kj%C3%B8ret%C3%B8y/IG3DXP20CUX). Zusätzlich bestätigt durch ford.kvernelandbil.no und krstopp.no dieselbe Adresse und Telefonnummer 38 10 76 00 als Ford-Vertragshändler in Kristiansand.\"}\n{\"kunde_id\": 6, \"branche_text\": \"Autohaus / Kfz-Handel und -Werkstatt (Volkswagen, Audi)\", \"branche_nace\": \"45.112\", \"gewerk\": \"Kfz\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"50-249\", \"umsatz_kl\": \"250-500 Mio NOK\", \"gruendungsjahr\": 1967, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.gromstad-auto.no\", \"ort\": \"Arendal\", \"bundesland\": \"Agder\", \"hr_nummer\": \"914031923\", \"konfidenz\": 0.9, \"bestaetigt\": 1, \"quelle_primaer\": \"nor47business.com\", \"belege\": \"Firma an Vesterveien 56, 4839 Arendal registriert, Organisationsnummer 914031923, Hauptaktivität laut Register 45.112 Einzelhandel mit Kraftwagen (nor47business.com); zusätzlich bestätigt durch Volkswagen-Händlerseite volkswagen.no und Nordicnet-Finanzdaten (Umsatz 553 Mio NOK 2024, m.nordicnet.net).\"}","is_error":false}]},"uuid":"d4b4d7f0-161a-4b76-aefa-308aa1e295a0","timestamp":"2026-07-07T10:59:55.367Z","toolUseResult":{"stdout":"[1] kunde 2 Harald A Møller. Biltilpasning. -> None / None (None)\n[2] kunde 3 MIØSEN OPPMÅLING AS -> Sonstige / Handwerk (0.85)\n[3] kunde 4 SKANSKA NORGE AS PR. 245796 -> Bau-Dach / Industrie (0.85)\n[4] kunde 5 Kverneland Bil avd Kristiansand -> Kfz / Handwerk (0.9)\n[5] kunde 6 LEIF GROMSTADS AUTO AS -> Kfz / Handwerk (0.9)\nfertig: 5 Kunden bearbeitet, 6/1410 gesamt\n--- JSONL Inhalt ---\n{\"kunde_id\": 1, \"branche_text\": \"Filmproduksjon / Innholdsproduksjon (sosiale medier, oppussing/håndverker-innhold)\", \"branche_nace\": \"59.110\", \"gewerk\": \"Sonstige\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"1-9\", \"umsatz_kl\": null, \"gruendungsjahr\": 2022, \"rechtsform\": \"Aksjeselskap (AS)\", \"website\": null, \"ort\": \"Porsgrunn\", \"bundesland\": \"Vestfold og Telemark\", \"hr_nummer\": \"930068411\", \"konfidenz\": 0.55, \"bestaetigt\": 0, \"quelle_primaer\": \"proff.no\", \"belege\": \"Laut Proff.no ist Madspusseropp AS (Org.nr. 930 068 411) unter NACE 59.110 'Produksjon av film, video og fjernsynsprogrammer' registriert, mit Sitz in Porsgrunn (Bjørkedalvegen 428, 3948) – Postleitzahl 3946/3948 liegen beide in der Gemeinde Porsgrunn, was zur angefragten Adresse passt. Das Unternehmen gehört zu Mads Clemmetsen, einem als 'MadsPusserOpp' bekannten Elektriker/Handwerker und Social-Media-Content-Creator, der Renovierungsprojekte dokumentiert; die eigentliche Geschäftstätigkeit ist jedoch als Medien-/Filmproduktion registriert, nicht als klassisches Handwerksgewerk, daher niedrige Konfidenz bei der Gewerk/Segment-Zuordnung.\"}\n{\"kunde_id\": 2, \"branche_text\": null, \"branche_nace\": null, \"gewerk\": null, \"segment\": null, \"mitarbeiter_kl\": null, \"umsatz_kl\": null, \"gruendungsjahr\": null, \"rechtsform\": null, \"website\": null, \"ort\": null, \"bundesland\": null, \"hr_nummer\": null, \"konfidenz\": null, \"bestaetigt\": null, \"quelle_primaer\": null, \"belege\": null}\n{\"kunde_id\": 3, \"branche_text\": \"Landmåling / Oppmålingstjenester (Geodäsie, Vermessung)\", \"branche_nace\": \"71.122\", \"gewerk\": \"Sonstige\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"1-9\", \"umsatz_kl\": null, \"gruendungsjahr\": 2018, \"rechtsform\": \"Aksjeselskap (AS)\", \"website\": \"https://m-opp.no/\", \"ort\": \"Løten\", \"bundesland\": \"Innlandet\", \"hr_nummer\": \"921506724\", \"konfidenz\": 0.85, \"bestaetigt\": 1, \"quelle_primaer\": \"virksomhet.brreg.no\", \"belege\": \"Registereintrag bei Brønnøysundregistrene bestätigt Adresse Rudbergvegen 8B, 2340 Løten, NACE-Code 71.122 (Geologiske undersøkelser/Landmåling), gegründet 06.09.2018 (brreg.no, proff.no). Firmenwebsite m-opp.no beschreibt Kerngeschäft als Vermessungs-, Geodäsie- und 3D-Scanning-Dienstleistungen für Innlandet und Akershus.\"}\n{\"kunde_id\": 4, \"branche_text\": \"Bauunternehmen / Hochbau- und Tiefbau-Generalunternehmer\", \"branche_nace\": \"41.20 (Oppføring av bygninger)\", \"gewerk\": \"Bau-Dach\", \"segment\": \"Industrie\", \"mitarbeiter_kl\": \"250+\", \"umsatz_kl\": \">1 Mrd NOK\", \"gruendungsjahr\": 1986, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.skanska.no\", \"ort\": \"Oslo\", \"bundesland\": \"Oslo\", \"hr_nummer\": \"943049467\", \"konfidenz\": 0.85, \"bestaetigt\": 1, \"quelle_primaer\": \"purehelp.no\", \"belege\": \"Adresse Lakkegata 53, 0187 Oslo stimmt exakt mit dem Registereintrag von Skanska Norge AS (Org.nr. 943049467) überein, laut purehelp.no gegründet/registriert 12.03.1995 (ursprünglich 1986), Branche 'Oppføring av bygninger' (NACE 41.000); Umsatz 2024 laut purehelp.no ca. NOK 15 Mrd., Mitarbeiterzahl laut Skanska-Pressebereich ca. 4100 (kommunikasjon.ntb.no). Der Zusatz 'PR. 245796' im Firmennamen deutet auf eine interne Projektreferenz hin, die Kernfirma bleibt Skanska Norge AS.\"}\n{\"kunde_id\": 5, \"branche_text\": \"Autohaus / Kfz-Werkstatt (Ford-Vertragshändler)\", \"branche_nace\": \"47.810\", \"gewerk\": \"Kfz\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": null, \"umsatz_kl\": null, \"gruendungsjahr\": null, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.ford.kvernelandbil.no/utsalgssted/1189/kverneland-bil-as-kristiansand\", \"ort\": \"Kristiansand S\", \"bundesland\": \"Agder\", \"hr_nummer\": \"977 047 684\", \"konfidenz\": 0.9, \"bestaetigt\": 1, \"quelle_primaer\": \"proff.no\", \"belege\": \"Proff.no bestätigt die Adresse Barstølveien 6, 4636 Kristiansand S für 'Kverneland Bil Ford Kristiansand' (Org.nr. 977 047 684), Hovedenhet KVERNELAND BIL AS, NACE 47.810 Detaljhandel med motorvogner (https://www.proff.no/selskap/kverneland-bil-ford-kristiansand/kristiansand-s/biler-og-kj%C3%B8ret%C3%B8y/IG3DXP20CUX). Zusätzlich bestätigt durch ford.kvernelandbil.no und krstopp.no dieselbe Adresse und Telefonnummer 38 10 76 00 als Ford-Vertragshändler in Kristiansand.\"}\n{\"kunde_id\": 6, \"branche_text\": \"Autohaus / Kfz-Handel und -Werkstatt (Volkswagen, Audi)\", \"branche_nace\": \"45.112\", \"gewerk\": \"Kfz\", \"segment\": \"Handwerk\", \"mitarbeiter_kl\": \"50-249\", \"umsatz_kl\": \"250-500 Mio NOK\", \"gruendungsjahr\": 1967, \"rechtsform\": \"AS (Aksjeselskap)\", \"website\": \"https://www.gromstad-auto.no\", \"ort\": \"Arendal\", \"bundesland\": \"Agder\", \"hr_nummer\": \"914031923\", \"konfidenz\": 0.9, \"bestaetigt\": 1, \"quelle_primaer\": \"nor47business.com\", \"belege\": \"Firma an Vesterveien 56, 4839 Arendal registriert, Organisationsnummer 914031923, Hauptaktivität laut Register 45.112 Einzelhandel mit Kraftwagen (nor47business.com); zusätzlich bestätigt durch Volkswagen-Händlerseite volkswagen.no und Nordicnet-Finanzdaten (Umsatz 553 Mio NOK 2024, m.nordicnet.net).\"}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f86a259f-a840-40e9-ba08-8a7786913886","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"8955986d-ae73-41cf-b4f0-16a87c4f5b4d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnaeBy4b7vsDfDXtd19Z","type":"message","role":"assistant","content":[{"type":"text","text":"Pilot funktioniert gut — echte Registertreffer (brreg/proff.no), korrekte NACE-Codes, `gewerk`/`segment`-Zuordnung, `bestaetigt`-Flag bei eindeutiger Adresse. Nur Kunde 2 lieferte `null`: die finale JSON-Antwort lag nicht im letzten Text-Block. Ich scanne die Blöcke rückwärts nach dem JSON und lasse fehlgeschlagene (null) Kunden beim nächsten Lauf erneut ziehen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3053,"cache_read_input_tokens":141601,"output_tokens":2073,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3053,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2073,"cache_read_input_tokens":141601,"cache_creation_input_tokens":3053,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3053},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnae9HLF9QG7YNu9xPf7","type":"assistant","uuid":"ae02b0d8-00ec-46cb-836c-0973dd18c1b1","timestamp":"2026-07-07T11:00:21.820Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"e0afd5b4-2d14-4723-a0a3-9f477d65e534","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NNYtwNqWaA6gFE6kHXDZ2V","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"4ec6eb3d-280d-462e-a367-a1ddcbecbce2","timestamp":"2026-07-07T11:00:27.265Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n return json_objekt(texte[-1]) if texte else {}","newString":" with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n return json_objekt(texte[-1]) if texte else {}\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":83,"oldLines":9,"newStart":83,"newLines":17,"lines":[" \"content-type\": \"application/json\"})"," with urllib.request.urlopen(req, timeout=120) as r:"," resp = json.load(r)","- # web_search erzeugt mehrere Text-Blöcke; die finale Antwort ist der letzte.","+ # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon","+ # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen."," texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]","- return json_objekt(texte[-1]) if texte else {}","+ for t in reversed(texte):","+ try:","+ obj = json_objekt(t)","+ except (ValueError, json.JSONDecodeError):","+ continue","+ if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):","+ return obj","+ raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")"," "," "," def main():"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"e0afd5b4-2d14-4723-a0a3-9f477d65e534","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"4ec6eb3d-280d-462e-a367-a1ddcbecbce2","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnagWd2jD2AyX2tLcc1J","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MCBARfamDYcjxQn3jY5S2h","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return","new_string":" if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2137,"cache_read_input_tokens":144654,"output_tokens":471,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2137,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":471,"cache_read_input_tokens":144654,"cache_creation_input_tokens":2137,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2137},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnagVBTj9gSrBEZDwK2w","type":"assistant","uuid":"c0ac2432-6884-44f3-9a1c-983490cdcca4","timestamp":"2026-07-07T11:00:33.002Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"c0ac2432-6884-44f3-9a1c-983490cdcca4","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MCBARfamDYcjxQn3jY5S2h","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"269b34b2-7287-4144-ab73-5e9f0d59fbb0","timestamp":"2026-07-07T11:00:33.035Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return","newString":" if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":110,"oldLines":7,"newStart":110,"newLines":13,"lines":[" jsonl = out / \"branche.jsonl\""," "," if args.pack:","- recs = [json.loads(l) for l in jsonl.read_text().splitlines() if l.strip()]","+ # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt","+ by_id = {}","+ for l in jsonl.read_text().splitlines():","+ if l.strip():","+ r = json.loads(l)","+ by_id[r[\"kunde_id\"]] = r","+ recs = list(by_id.values())"," (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))"," print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")"," return"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"c0ac2432-6884-44f3-9a1c-983490cdcca4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"269b34b2-7287-4144-ab73-5e9f0d59fbb0","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnagvvXF76cSXWAmZDQ4","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0158WL4iL1JfDfcjjf44o72D","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])","new_string":" # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":535,"cache_read_input_tokens":146791,"output_tokens":389,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":535,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":389,"cache_read_input_tokens":146791,"cache_creation_input_tokens":535,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":535},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnagusWp9BpVYWpoW3ZJ","type":"assistant","uuid":"844131f5-ee02-4e74-9922-2207fbb5ec0c","timestamp":"2026-07-07T11:00:38.163Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"844131f5-ee02-4e74-9922-2207fbb5ec0c","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0158WL4iL1JfDfcjjf44o72D","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"5683f873-506a-4306-b0c1-c175ffceac8b","timestamp":"2026-07-07T11:00:38.186Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])","newString":" # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n erledigt.add(json.loads(l)[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":128,"oldLines":11,"newStart":128,"newLines":15,"lines":[" \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\""," ).fetchall()"," ","+ # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);","+ # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen."," erledigt = set()"," if jsonl.exists():"," for l in jsonl.read_text().splitlines():"," if l.strip():","- erledigt.add(json.loads(l)[\"kunde_id\"])","+ r = json.loads(l)","+ if r.get(\"konfidenz\") is not None:","+ erledigt.add(r[\"kunde_id\"])"," "," global key"," key = api_key()"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"844131f5-ee02-4e74-9922-2207fbb5ec0c","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"3313e7fd-9fc6-41f5-8822-c469409decda","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FXmq5f8BcejhU7LS3ZycLr","type":"tool_result","content":"108\t out = Path(args.out)\n109\t out.mkdir(exist_ok=True)\n110\t jsonl = out / \"branche.jsonl\"\n111\t\n112\t if args.pack:\n113\t # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n114\t by_id = {}\n115\t for l in jsonl.read_text().splitlines():\n116\t if l.strip():\n117\t r = json.loads(l)\n118\t by_id[r[\"kunde_id\"]] = r\n119\t recs = list(by_id.values())\n120\t (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n121\t print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n122\t return\n123\t\n124\t import sqlite3\n125\t con = sqlite3.connect(args.db)\n126\t con.row_factory = sqlite3.Row\n127\t kunden = con.execute(\n128\t \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n129\t ).fetchall()\n130\t\n131\t # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n132\t # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n133\t erledigt = set()\n134\t if jsonl.exists():\n135\t for l in jsonl.read_text().splitlines():\n136\t if l.strip():\n137\t r = json.loads(l)\n138\t if r.get(\"konfidenz\") is not None:\n139\t erledigt.add(r[\"kunde_id\"])\n140\t\n141\t global key\n142\t key = api_key()\n143\t getan = 0\n144\t with jsonl.open(\"a\") as fh:\n145\t for k in kunden:\n146\t if k[\"kunde_id\"] in erledigt:\n147\t continue\n148\t if args.limit and getan >= args.limit:\n149\t break\n150\t try:\n151\t roh = frage(key, dict(k))\n152\t except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen"}]},"uuid":"f99c2ff0-0a73-44a8-acda-3ded781ca1c4","timestamp":"2026-07-07T11:02:40.782Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","content":" out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen","numLines":45,"startLine":108,"totalLines":165}},"sourceToolAssistantUUID":"3313e7fd-9fc6-41f5-8822-c469409decda","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
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{"parentUuid":"f99c2ff0-0a73-44a8-acda-3ded781ca1c4","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnarQee7dRHeJSKdkoBs","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SGcwnmijR3x58YAzfvALjX","name":"Read","input":{"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","offset":141,"limit":25},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1916,"cache_read_input_tokens":148892,"output_tokens":123,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1916,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":123,"cache_read_input_tokens":148892,"cache_creation_input_tokens":1916,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1916},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnarL6YULs91WJYYx6k9","type":"assistant","uuid":"0706d952-49ad-4ad9-9574-97eb4c0590b1","timestamp":"2026-07-07T11:02:44.592Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0706d952-49ad-4ad9-9574-97eb4c0590b1","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SGcwnmijR3x58YAzfvALjX","type":"tool_result","content":"141\t global key\n142\t key = api_key()\n143\t getan = 0\n144\t with jsonl.open(\"a\") as fh:\n145\t for k in kunden:\n146\t if k[\"kunde_id\"] in erledigt:\n147\t continue\n148\t if args.limit and getan >= args.limit:\n149\t break\n150\t try:\n151\t roh = frage(key, dict(k))\n152\t except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n153\t roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n154\t rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n155\t fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n156\t fh.flush()\n157\t getan += 1\n158\t print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n159\t f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n160\t print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n161\t\n162\t\n163\tif __name__ == \"__main__\":\n164\t main()\n165\t"}]},"uuid":"805a4d7e-830b-49e9-b9e1-ad10962345db","timestamp":"2026-07-07T11:02:44.620Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","content":" global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","numLines":25,"startLine":141,"totalLines":165}},"sourceToolAssistantUUID":"0706d952-49ad-4ad9-9574-97eb4c0590b1","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"805a4d7e-830b-49e9-b9e1-ad10962345db","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnardouZWixEKhiinsGE","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GjR2FBD7frXK28zAD4c99z","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")","new_string":" global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":608,"cache_read_input_tokens":150808,"output_tokens":1125,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":608,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1125,"cache_read_input_tokens":150808,"cache_creation_input_tokens":608,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":608},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnarcXWa9RnDkjxB8L5D","type":"assistant","uuid":"e09ae97e-c748-4a1c-9ed7-6d55ba828de7","timestamp":"2026-07-07T11:02:55.940Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e09ae97e-c748-4a1c-9ed7-6d55ba828de7","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GjR2FBD7frXK28zAD4c99z","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"aa20ce92-eb16-49fa-8d1a-15110b1d679a","timestamp":"2026-07-07T11:02:55.977Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")","newString":" global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n getan = 0\n with jsonl.open(\"a\") as fh:\n for k in kunden:\n if k[\"kunde_id\"] in erledigt:\n continue\n if args.limit and getan >= args.limit:\n break\n try:\n roh = frage(key, dict(k))\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n getan += 1\n print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"\n f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")\n print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":140,"oldLines":25,"newStart":140,"newLines":35,"lines":[" "," global key"," key = api_key()","- getan = 0","- with jsonl.open(\"a\") as fh:","- for k in kunden:","- if k[\"kunde_id\"] in erledigt:","- continue","- if args.limit and getan >= args.limit:","- break","- try:","- roh = frage(key, dict(k))","- except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen","- roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}","- rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}","+ offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]","+ if args.limit:","+ offen = offen[:args.limit]","+","+ import threading","+ from concurrent.futures import ThreadPoolExecutor","+ lock = threading.Lock()","+ zaehler = {\"n\": 0}","+ fh = jsonl.open(\"a\")","+","+ def bearbeite(k):","+ try:","+ roh = frage(key, k)","+ except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen","+ roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}","+ rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}","+ with lock:"," fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")"," fh.flush()","- getan += 1","- print(f\"[{getan}] kunde {k['kunde_id']:>4} {k['name_roh'][:40]:<40} \"","- f\"-> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\")","- print(f\"fertig: {getan} Kunden bearbeitet, {len(erledigt)+getan}/{len(kunden)} gesamt\")","+ zaehler[\"n\"] += 1","+ print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"","+ f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",","+ flush=True)"," ","+ with ThreadPoolExecutor(max_workers=args.workers) as ex:","+ list(ex.map(bearbeite, offen))","+ fh.close()","+ print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")"," ","+"," if __name__ == \"__main__\":"," main()"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"e09ae97e-c748-4a1c-9ed7-6d55ba828de7","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"aa20ce92-eb16-49fa-8d1a-15110b1d679a","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnasVUNyj6UP84eBPFrb","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017modkLiUK2qt5P7cK9EXPQ","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")","new_string":" ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1189,"cache_read_input_tokens":151416,"output_tokens":336,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1189,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":336,"cache_read_input_tokens":151416,"cache_creation_input_tokens":1189,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1189},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnasTSM2VACwsoeKton7","type":"assistant","uuid":"0ad3d418-49df-42a7-8f1b-39ad7aff56a6","timestamp":"2026-07-07T11:03:02.414Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0ad3d418-49df-42a7-8f1b-39ad7aff56a6","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017modkLiUK2qt5P7cK9EXPQ","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"5c352096-8ada-4482-9e8a-3ea9486247ff","timestamp":"2026-07-07T11:03:02.453Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")","newString":" ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":102,"oldLines":6,"newStart":102,"newLines":7,"lines":[" ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")"," ap.add_argument(\"--out\", default=here / \"enrichment_neu\")"," ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")","+ ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")"," ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")"," args = ap.parse_args()"," "]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"0ad3d418-49df-42a7-8f1b-39ad7aff56a6","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"d5c142cd-bb98-473c-9b98-3ef5b5e9fa1d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnat1KFQwXRwFDZVCL93","type":"message","role":"assistant","content":[{"type":"text","text":"Parallelität testen (8 Kunden, 8 Threads):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":400,"cache_read_input_tokens":152605,"output_tokens":260,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":400,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":260,"cache_read_input_tokens":152605,"cache_creation_input_tokens":400,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":400},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnasxgFPg7fRGQajCxZq","type":"assistant","uuid":"3d984271-b807-42e1-b6eb-51b407a20bd9","timestamp":"2026-07-07T11:03:09.315Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"last-prompt","lastPrompt":"dann mal los, oder? willst du das vorbereiten?","leafUuid":"01300735-4236-4360-980c-15f29e65ff49","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"01300735-4236-4360-980c-15f29e65ff49","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UG5ejanuzWgZx1WPvhccQz","type":"tool_result","content":"Command running in background with ID: bxx53mck0. Output is being written to: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bxx53mck0.output. You will be notified when it completes. To check interim output, use Read on that file path.","is_error":false}]},"uuid":"0b7237c0-9cec-4ce7-8dfb-d69c4eb68b33","timestamp":"2026-07-07T11:05:10.058Z","toolUseResult":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bxx53mck0"},"sourceToolAssistantUUID":"01300735-4236-4360-980c-15f29e65ff49","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:05:10.363Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>bxx53mck0</task-id>\n<tool-use-id>toolu_01UG5ejanuzWgZx1WPvhccQz</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bxx53mck0.output</output-file>\n<status>completed</status>\n<summary>Background command \"Parallel-Test 8 Kunden\" completed (exit code 0)</summary>\n</task-notification>"}
{"parentUuid":"0b7237c0-9cec-4ce7-8dfb-d69c4eb68b33","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnb3N3vfcL5WCYyJxdMJ","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":365,"cache_read_input_tokens":153005,"output_tokens":456,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":365,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":456,"cache_read_input_tokens":153005,"cache_creation_input_tokens":365,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":365},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnb3LEYACza2QMgAGSyS","type":"assistant","uuid":"710f7d07-57e8-4cc6-a6c4-ffdd51695c34","timestamp":"2026-07-07T11:05:17.011Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"710f7d07-57e8-4cc6-a6c4-ffdd51695c34","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnb3N3vfcL5WCYyJxdMJ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PLGrAtpLAqgbN4BzrK8ZP9","name":"Bash","input":{"command":"until grep -q 'fertig:' /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bxx53mck0.output 2>/dev/null; do sleep 3; done\ncat /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bxx53mck0.output","description":"Auf Ende des Parallel-Tests warten"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":365,"cache_read_input_tokens":153005,"output_tokens":456,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":365,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":456,"cache_read_input_tokens":153005,"cache_creation_input_tokens":365,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":365},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnb3LEYACza2QMgAGSyS","type":"assistant","uuid":"e838d125-5a8c-4971-b469-74dc6043280d","timestamp":"2026-07-07T11:05:18.877Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e838d125-5a8c-4971-b469-74dc6043280d","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PLGrAtpLAqgbN4BzrK8ZP9","type":"tool_result","content":"[1/8] kunde 12 -> Sonstige / Handwerk (0.05)\n[2/8] kunde 16 -> Sonstige / Handwerk (0.1)\n[3/8] kunde 15 CALDUCH SANZ S.L. -> Kfz / Handwerk (0.85)\n[4/8] kunde 14 ERNEST PEREZ PASCUAL -> Sonstige / Handwerk (0.15)\n[5/8] kunde 13 CREPSANA S.L. -> None / None (None)\n[6/8] kunde 17 M2 Mucmata Mario -> None / None (None)\n[7/8] kunde 11 -> None / None (None)\n[8/8] kunde 18 CAR'S PARADISE DI ANDREA TOSTI -> None / None (None)\nfertig: 8 Kunden bearbeitet, 18/1410 gesamt\npython3 pipeline/enrich_branche.py --limit 8 --workers 8 0.12s user 0.04s system 0% cpu 2:00.37 total","is_error":false}]},"uuid":"f6bb2acc-c1c1-46d7-b6a6-a234717a2dfd","timestamp":"2026-07-07T11:05:19.083Z","toolUseResult":{"stdout":"[1/8] kunde 12 -> Sonstige / Handwerk (0.05)\n[2/8] kunde 16 -> Sonstige / Handwerk (0.1)\n[3/8] kunde 15 CALDUCH SANZ S.L. -> Kfz / Handwerk (0.85)\n[4/8] kunde 14 ERNEST PEREZ PASCUAL -> Sonstige / Handwerk (0.15)\n[5/8] kunde 13 CREPSANA S.L. -> None / None (None)\n[6/8] kunde 17 M2 Mucmata Mario -> None / None (None)\n[7/8] kunde 11 -> None / None (None)\n[8/8] kunde 18 CAR'S PARADISE DI ANDREA TOSTI -> None / None (None)\nfertig: 8 Kunden bearbeitet, 18/1410 gesamt\npython3 pipeline/enrich_branche.py --limit 8 --workers 8 0.12s user 0.04s system 0% cpu 2:00.37 total","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e838d125-5a8c-4971-b469-74dc6043280d","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"05586037-e03c-41a5-a744-32d48c29c4c4","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnb9UPqRAMY36VYSBBaE","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GuHyHrvAYTsDyfn66LUtm2","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" \"max_tokens\": 1500,","new_string":" \"max_tokens\": 2500,"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":951,"cache_read_input_tokens":154200,"output_tokens":1177,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":951,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":1177,"cache_read_input_tokens":154200,"cache_creation_input_tokens":951,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":951},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnb9SXxxLzFB84tJzktx","type":"assistant","uuid":"02db61c3-32c1-4c9d-b1f1-954822969de7","timestamp":"2026-07-07T11:06:54.437Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"02db61c3-32c1-4c9d-b1f1-954822969de7","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GuHyHrvAYTsDyfn66LUtm2","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"0beed5b1-09bf-4576-a86e-c0900919472e","timestamp":"2026-07-07T11:06:54.486Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" \"max_tokens\": 1500,","newString":" \"max_tokens\": 2500,","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 1500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":71,"oldLines":7,"newStart":71,"newLines":7,"lines":[" "," body = json.dumps({"," \"model\": MODELL,","- \"max_tokens\": 1500,","+ \"max_tokens\": 2500,"," \"system\": SYSTEM,"," \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],"," \"messages\": [{\"role\": \"user\", \"content\": user}],"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"02db61c3-32c1-4c9d-b1f1-954822969de7","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"0beed5b1-09bf-4576-a86e-c0900919472e","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbB67wqZMMZDLMQzMGh","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019BJuv4kwLU6xYFSbmhQYhT","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" with urllib.request.urlopen(req, timeout=120) as r:","new_string":" with urllib.request.urlopen(req, timeout=200) as r:"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1370,"cache_read_input_tokens":155151,"output_tokens":196,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1370,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":196,"cache_read_input_tokens":155151,"cache_creation_input_tokens":1370,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1370},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbB3A6c15L8iD99vseA","type":"assistant","uuid":"0c869f6c-46e9-44d0-b2c8-b73d350dd621","timestamp":"2026-07-07T11:07:00.494Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0c869f6c-46e9-44d0-b2c8-b73d350dd621","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019BJuv4kwLU6xYFSbmhQYhT","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"c1960f12-342e-46ff-bc49-6b774cdbaff6","timestamp":"2026-07-07T11:07:00.544Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" with urllib.request.urlopen(req, timeout=120) as r:","newString":" with urllib.request.urlopen(req, timeout=200) as r:","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 2500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=120) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":81,"oldLines":7,"newStart":81,"newLines":7,"lines":[" \"https://api.anthropic.com/v1/messages\", data=body,"," headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\","," \"content-type\": \"application/json\"})","- with urllib.request.urlopen(req, timeout=120) as r:","+ with urllib.request.urlopen(req, timeout=200) as r:"," resp = json.load(r)"," # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon"," # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen."]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"0c869f6c-46e9-44d0-b2c8-b73d350dd621","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"c1960f12-342e-46ff-bc49-6b774cdbaff6","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbBWSvVFTscfdMeuZfk","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VFekedXcRehD8Fy3M1jt2o","name":"Edit","input":{"replace_all":false,"file_path":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","old_string":" ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")","new_string":" ap.add_argument(\"--workers\", type=int, default=6, help=\"parallele Aufrufe\")"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":260,"cache_read_input_tokens":156521,"output_tokens":214,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":260,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":214,"cache_read_input_tokens":156521,"cache_creation_input_tokens":260,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":260},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbBUeXHLTXZ33VrwnwQ","type":"assistant","uuid":"422f3d58-f2db-46fe-8cec-000c0c6cbf9d","timestamp":"2026-07-07T11:07:04.124Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"422f3d58-f2db-46fe-8cec-000c0c6cbf9d","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VFekedXcRehD8Fy3M1jt2o","type":"tool_result","content":"The file /Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"c8f19bad-c398-4d2b-9d6c-657b609d4acf","timestamp":"2026-07-07T11:07:04.162Z","toolUseResult":{"filePath":"/Users/marcus.hinz/projects/08-07/pipeline/enrich_branche.py","oldString":" ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")","newString":" ap.add_argument(\"--workers\", type=int, default=6, help=\"parallele Aufrufe\")","originalFile":"#!/usr/bin/env python3\n\"\"\"Firmendaten je Kunde per Web-Suche + LLM -> enrichment_neu/branche.jsonl.\n\nPro Kunde ein Sonnet-Aufruf mit server-seitigem web_search-Tool: sucht die\nFirma (Name + Ort/PLZ/Land), liest die Treffer und gibt die Felder aus\nkunde_firmendaten strukturiert zurück. Resumierbar: bereits erledigte\nkunde_ids (aus der JSONL) werden übersprungen. Danach --pack -> result_000.json\nfür enrich_load.py.\n\nKey: ~/.ssh/anthropic_api_key. Modell: claude-sonnet-5.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport re\nimport sys\nimport urllib.request\nfrom pathlib import Path\n\nMODELL = \"claude-sonnet-5\"\nLAND_NAMES = {\n \"DE\": \"Deutschland\", \"AT\": \"Österreich\", \"CH\": \"Schweiz\", \"NO\": \"Norwegen\",\n \"FR\": \"Frankreich\", \"ES\": \"Spanien\", \"IT\": \"Italien\", \"PL\": \"Polen\",\n}\n\nSYSTEM = \"\"\"Du recherchierst zu einer Firma die Stammdaten und ordnest sie in ein festes Vokabular ein.\nNutze das web_search-Tool (Name + Ort/PLZ/Land), lies die Treffer und gib danach AUSSCHLIESSLICH\nein JSON-Objekt zurück — keine Erklärung davor/danach, keine Markdown-Zäune.\n\ngewerk (genau einer): Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment (genau einer): Handwerk | Industrie | Flotte | öffentlich\n\nFelder:\n{\"branche_text\": \"<kurz, Landessprache/DE>\", \"branche_nace\": \"<NACE/WZ-Code oder null>\",\n \"gewerk\": \"<aus Liste>\", \"segment\": \"<aus Liste>\", \"mitarbeiter_kl\": \"<z.B. 1-9 / 10-49 / 50-249 / 250+ oder null>\",\n \"umsatz_kl\": \"<oder null>\", \"gruendungsjahr\": <Zahl oder null>, \"rechtsform\": \"<oder null>\",\n \"website\": \"<URL oder null>\", \"ort\": \"<oder null>\", \"bundesland\": \"<oder null>\", \"hr_nummer\": \"<Registerbeleg oder null>\",\n \"konfidenz\": <0..1>, \"bestaetigt\": <0 oder 1, 1 nur bei eindeutigem Registertreffer zur Adresse>,\n \"quelle_primaer\": \"<Domain der Hauptquelle>\", \"belege\": \"<1-3 Sätze Begründung inkl. Quell-URLs>\"}\n\nBei unsicherer Zuordnung niedrige konfidenz und bestaetigt=0. Rate nicht ins Blaue — lieber null.\"\"\"\n\nFELDER = [\"branche_text\", \"branche_nace\", \"gewerk\", \"segment\", \"mitarbeiter_kl\", \"umsatz_kl\",\n \"gruendungsjahr\", \"rechtsform\", \"website\", \"ort\", \"bundesland\", \"hr_nummer\",\n \"konfidenz\", \"bestaetigt\", \"quelle_primaer\", \"belege\"]\n\n\ndef api_key():\n path = Path.home() / \".ssh\" / \"anthropic_api_key\"\n for line in path.read_text().splitlines():\n line = line.strip()\n if line.startswith(\"sk-ant-\"):\n return line\n sys.exit(f\"kein sk-ant-Key in {path}\")\n\n\ndef json_objekt(text):\n text = text.strip().removeprefix(\"```json\").removeprefix(\"```\").removesuffix(\"```\").strip()\n start = text.find(\"{\")\n end = text.rfind(\"}\")\n return json.loads(text[start:end + 1])\n\n\ndef frage(key, kunde):\n teile = [kunde[\"name_roh\"]]\n if kunde.get(\"name_1\"):\n teile.append(kunde[\"name_1\"])\n adr = \", \".join(x for x in [kunde.get(\"strasse\"), kunde.get(\"plz\"),\n LAND_NAMES.get(kunde.get(\"land\"), kunde.get(\"land\"))] if x)\n user = f\"Firma: {' / '.join(teile)}\\nAdresse: {adr or 'unbekannt'}\"\n\n body = json.dumps({\n \"model\": MODELL,\n \"max_tokens\": 2500,\n \"system\": SYSTEM,\n \"tools\": [{\"type\": \"web_search_20250305\", \"name\": \"web_search\", \"max_uses\": 4}],\n \"messages\": [{\"role\": \"user\", \"content\": user}],\n }).encode()\n\n req = urllib.request.Request(\n \"https://api.anthropic.com/v1/messages\", data=body,\n headers={\"x-api-key\": key, \"anthropic-version\": \"2023-06-01\",\n \"content-type\": \"application/json\"})\n with urllib.request.urlopen(req, timeout=200) as r:\n resp = json.load(r)\n # web_search erzeugt mehrere Text-Blöcke; das JSON steht in irgendeinem davon\n # (finale Antwort, evtl. mit nachgestelltem Kommentar) -> rückwärts suchen.\n texte = [b[\"text\"] for b in resp[\"content\"] if b[\"type\"] == \"text\" and b[\"text\"].strip()]\n for t in reversed(texte):\n try:\n obj = json_objekt(t)\n except (ValueError, json.JSONDecodeError):\n continue\n if isinstance(obj, dict) and (\"gewerk\" in obj or \"branche_text\" in obj):\n return obj\n raise ValueError(\"keine JSON-Antwort in den Text-Blöcken\")\n\n\ndef main():\n ap = argparse.ArgumentParser()\n here = Path(__file__).resolve().parent\n ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")\n ap.add_argument(\"--out\", default=here / \"enrichment_neu\")\n ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")\n ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")\n ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")\n args = ap.parse_args()\n\n out = Path(args.out)\n out.mkdir(exist_ok=True)\n jsonl = out / \"branche.jsonl\"\n\n if args.pack:\n # bei Retries kann eine kunde_id mehrfach in der JSONL stehen -> letzte gewinnt\n by_id = {}\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n by_id[r[\"kunde_id\"]] = r\n recs = list(by_id.values())\n (out / \"result_000.json\").write_text(json.dumps(recs, ensure_ascii=False, indent=1))\n print(f\"gepackt: {len(recs)} Records -> {out/'result_000.json'}\")\n return\n\n import sqlite3\n con = sqlite3.connect(args.db)\n con.row_factory = sqlite3.Row\n kunden = con.execute(\n \"SELECT kunde_id, name_roh, name_1, strasse, plz, land FROM kunden ORDER BY kunde_id\"\n ).fetchall()\n\n # Als erledigt gilt nur, wer ein belastbares Ergebnis hat (konfidenz gesetzt);\n # null-Ergebnisse (Parse-/Netzfehler) werden erneut gezogen.\n erledigt = set()\n if jsonl.exists():\n for l in jsonl.read_text().splitlines():\n if l.strip():\n r = json.loads(l)\n if r.get(\"konfidenz\") is not None:\n erledigt.add(r[\"kunde_id\"])\n\n global key\n key = api_key()\n offen = [dict(k) for k in kunden if k[\"kunde_id\"] not in erledigt]\n if args.limit:\n offen = offen[:args.limit]\n\n import threading\n from concurrent.futures import ThreadPoolExecutor\n lock = threading.Lock()\n zaehler = {\"n\": 0}\n fh = jsonl.open(\"a\")\n\n def bearbeite(k):\n try:\n roh = frage(key, k)\n except Exception as e: # Einzelfehler nicht den ganzen Lauf abbrechen lassen\n roh = {\"gewerk\": None, \"segment\": None, \"konfidenz\": None, \"belege\": f\"FEHLER: {e}\"}\n rec = {\"kunde_id\": k[\"kunde_id\"], **{f: roh.get(f) for f in FELDER}}\n with lock:\n fh.write(json.dumps(rec, ensure_ascii=False) + \"\\n\")\n fh.flush()\n zaehler[\"n\"] += 1\n print(f\"[{zaehler['n']}/{len(offen)}] kunde {k['kunde_id']:>4} \"\n f\"{(k['name_roh'] or '')[:38]:<38} -> {rec['gewerk']} / {rec['segment']} ({rec['konfidenz']})\",\n flush=True)\n\n with ThreadPoolExecutor(max_workers=args.workers) as ex:\n list(ex.map(bearbeite, offen))\n fh.close()\n print(f\"fertig: {len(offen)} Kunden bearbeitet, {len(erledigt)+len(offen)}/{len(kunden)} gesamt\")\n\n\nif __name__ == \"__main__\":\n main()\n","structuredPatch":[{"oldStart":102,"oldLines":7,"newStart":102,"newLines":7,"lines":[" ap.add_argument(\"--db\", default=here.parent / \"data\" / \"wuerth.db\")"," ap.add_argument(\"--out\", default=here / \"enrichment_neu\")"," ap.add_argument(\"--limit\", type=int, default=0, help=\"max Kunden dieser Lauf (0 = alle)\")","- ap.add_argument(\"--workers\", type=int, default=8, help=\"parallele Aufrufe\")","+ ap.add_argument(\"--workers\", type=int, default=6, help=\"parallele Aufrufe\")"," ap.add_argument(\"--pack\", action=\"store_true\", help=\"JSONL -> result_000.json\")"," args = ap.parse_args()"," "]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"422f3d58-f2db-46fe-8cec-000c0c6cbf9d","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"c8f19bad-c398-4d2b-9d6c-657b609d4acf","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbBmQ65ufj1KhBFHfrY","type":"message","role":"assistant","content":[{"type":"text","text":"Retry der 4 Gescheiterten mit den neuen Grenzen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":278,"cache_read_input_tokens":156781,"output_tokens":180,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":278,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":180,"cache_read_input_tokens":156781,"cache_creation_input_tokens":278,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":278},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbBk8wTjDqcTFXYPmdA","type":"assistant","uuid":"8ff18e96-024f-4e84-a5a7-0542298b7c00","timestamp":"2026-07-07T11:07:06.590Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"8ff18e96-024f-4e84-a5a7-0542298b7c00","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbBmQ65ufj1KhBFHfrY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01ESyfbJ5YTyaRavY8z9XxN6","name":"Bash","input":{"command":"python3 pipeline/enrich_branche.py --limit 4 --workers 4","description":"Retry der 4 null-Kunden","run_in_background":true},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":278,"cache_read_input_tokens":156781,"output_tokens":180,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":278,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":180,"cache_read_input_tokens":156781,"cache_creation_input_tokens":278,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":278},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbBk8wTjDqcTFXYPmdA","type":"assistant","uuid":"5b7ee81e-b6f3-4ce4-a498-9491718b6e57","timestamp":"2026-07-07T11:07:07.400Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"5b7ee81e-b6f3-4ce4-a498-9491718b6e57","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01ESyfbJ5YTyaRavY8z9XxN6","type":"tool_result","content":"Command running in background with ID: bb39ixbw6. Output is being written to: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bb39ixbw6.output. You will be notified when it completes. To check interim output, use Read on that file path.","is_error":false}]},"uuid":"6b9ebad5-1571-4133-b70d-fe93004df04b","timestamp":"2026-07-07T11:07:07.418Z","toolUseResult":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bb39ixbw6"},"sourceToolAssistantUUID":"5b7ee81e-b6f3-4ce4-a498-9491718b6e57","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"6b9ebad5-1571-4133-b70d-fe93004df04b","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbC1X9XnkWreFSEnLay","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GAmigF7RfzFJ7erP1m4XeG","name":"Bash","input":{"command":"until grep -q 'fertig:' /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bb39ixbw6.output 2>/dev/null; do sleep 3; done\ncat /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bb39ixbw6.output","description":"Auf Retry-Ende warten"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":287,"cache_read_input_tokens":157059,"output_tokens":258,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":287,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":258,"cache_read_input_tokens":157059,"cache_creation_input_tokens":287,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":287},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbBywekdrSAZettEbde","type":"assistant","uuid":"b5b065bb-cf00-4e5f-a527-6a0b79380e38","timestamp":"2026-07-07T11:07:11.345Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:07:44.463Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>bb39ixbw6</task-id>\n<tool-use-id>toolu_01ESyfbJ5YTyaRavY8z9XxN6</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bb39ixbw6.output</output-file>\n<status>completed</status>\n<summary>Background command \"Retry der 4 null-Kunden\" completed (exit code 0)</summary>\n</task-notification>"}
{"parentUuid":"b5b065bb-cf00-4e5f-a527-6a0b79380e38","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GAmigF7RfzFJ7erP1m4XeG","type":"tool_result","content":"[1/4] kunde 18 CAR'S PARADISE DI ANDREA TOSTI -> Kfz / Handwerk (0.85)\n[2/4] kunde 17 M2 Mucmata Mario -> Bau-Dach / Handwerk (0.45)\n[3/4] kunde 13 CREPSANA S.L. -> Bau-Dach / Industrie (0.85)\n[4/4] kunde 11 -> None / None (None)\nfertig: 4 Kunden bearbeitet, 18/1410 gesamt","is_error":false}]},"uuid":"576a73e7-c328-44e3-b6c4-ebed4fd86fd0","timestamp":"2026-07-07T11:07:44.939Z","toolUseResult":{"stdout":"[1/4] kunde 18 CAR'S PARADISE DI ANDREA TOSTI -> Kfz / Handwerk (0.85)\n[2/4] kunde 17 M2 Mucmata Mario -> Bau-Dach / Handwerk (0.45)\n[3/4] kunde 13 CREPSANA S.L. -> Bau-Dach / Industrie (0.85)\n[4/4] kunde 11 -> None / None (None)\nfertig: 4 Kunden bearbeitet, 18/1410 gesamt","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"b5b065bb-cf00-4e5f-a527-6a0b79380e38","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"453c9be3-4291-4352-bc56-1988e892ae26","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbGCUpnuGvMTYGpeMUg","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018FCVgWS8Sba3SMhUvKva47","name":"Bash","input":{"command":"out=/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bbt9jw6vt.output\nuntil [ \"$(grep -c 'kunde' \"$out\" 2>/dev/null)\" -ge 15 ]; do sleep 4; done\necho \"--- erste 15 Zeilen ---\"; head -15 \"$out\"\necho \"--- null-Quote bisher ---\"; grep -c 'None / None' \"$out\"; echo \"von $(grep -c 'kunde' \"$out\")\"","description":"Frühen Fortschritt und Fehlerquote prüfen"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1480,"cache_read_input_tokens":157799,"output_tokens":526,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1480,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":526,"cache_read_input_tokens":157799,"cache_creation_input_tokens":1480,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1480},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbG9cBLv4e8roafX7Ny","type":"assistant","uuid":"2a41b199-8133-4917-bb20-c1935722ad10","timestamp":"2026-07-07T11:08:12.831Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"2a41b199-8133-4917-bb20-c1935722ad10","isSidechain":false,"promptId":"acd4f8c5-6046-401e-a374-65a0a959dcc6","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018FCVgWS8Sba3SMhUvKva47","type":"tool_result","content":"--- erste 15 Zeilen ---\n[1/1393] kunde 19 ASSITERMOCLIMA - ICOLARO FABIO -> SHK/HLK / Handwerk (0.9)\n[2/1393] kunde 23 huna holding srl -> Bau-Dach / Handwerk (0.45)\n[3/1393] kunde 22 KEEP ENERGY SRL SEMPLIFICATA -> SHK/HLK / Handwerk (0.9)\n[4/1393] kunde 21 DESIGN & SICUREZZA SRL -> Bau-Dach / Handwerk (0.55)\n[5/1393] kunde 20 HELIOS CAR -> Kfz / Handwerk (0.55)\n[6/1393] kunde 25 BCL BAT SRL -> Bau-Dach / Handwerk (0.95)\n[7/1393] kunde 27 Toitures 91 -> Bau-Dach / Handwerk (0.9)\n[8/1393] kunde 24 POULEUR ENERGIE SARL -> SHK/HLK / Handwerk (0.15)\n[9/1393] kunde 26 EQUIP FROID ET COLLECTIVITES -> SHK/HLK / Handwerk (0.9)\n[10/1393] kunde 11 -> Bau-Dach / Flotte (0.93)\n[11/1393] kunde 29 M Joel Monteiro -> Elektro / Handwerk (0.45)\n[12/1393] kunde 30 SARL GARAGE BRUYERE -> Kfz / Handwerk (0.9)\n[13/1393] kunde 31 Passion concept -> Kfz / Handwerk (0.95)\n[14/1393] kunde 28 Eiffage route IDF CENTRE OUEST -> Bau-Dach / Industrie (0.85)\n[15/1393] kunde 32 PASSION CONCEPT -> Kfz / Handwerk (0.9)\n--- null-Quote bisher ---\n0\nvon 15","is_error":false}]},"uuid":"ff24573b-173b-4e76-b577-f480c0ad30ae","timestamp":"2026-07-07T11:08:59.243Z","toolUseResult":{"stdout":"--- erste 15 Zeilen ---\n[1/1393] kunde 19 ASSITERMOCLIMA - ICOLARO FABIO -> SHK/HLK / Handwerk (0.9)\n[2/1393] kunde 23 huna holding srl -> Bau-Dach / Handwerk (0.45)\n[3/1393] kunde 22 KEEP ENERGY SRL SEMPLIFICATA -> SHK/HLK / Handwerk (0.9)\n[4/1393] kunde 21 DESIGN & SICUREZZA SRL -> Bau-Dach / Handwerk (0.55)\n[5/1393] kunde 20 HELIOS CAR -> Kfz / Handwerk (0.55)\n[6/1393] kunde 25 BCL BAT SRL -> Bau-Dach / Handwerk (0.95)\n[7/1393] kunde 27 Toitures 91 -> Bau-Dach / Handwerk (0.9)\n[8/1393] kunde 24 POULEUR ENERGIE SARL -> SHK/HLK / Handwerk (0.15)\n[9/1393] kunde 26 EQUIP FROID ET COLLECTIVITES -> SHK/HLK / Handwerk (0.9)\n[10/1393] kunde 11 -> Bau-Dach / Flotte (0.93)\n[11/1393] kunde 29 M Joel Monteiro -> Elektro / Handwerk (0.45)\n[12/1393] kunde 30 SARL GARAGE BRUYERE -> Kfz / Handwerk (0.9)\n[13/1393] kunde 31 Passion concept -> Kfz / Handwerk (0.95)\n[14/1393] kunde 28 Eiffage route IDF CENTRE OUEST -> Bau-Dach / Industrie (0.85)\n[15/1393] kunde 32 PASSION CONCEPT -> Kfz / Handwerk (0.9)\n--- null-Quote bisher ---\n0\nvon 15","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"2a41b199-8133-4917-bb20-c1935722ad10","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"c3163221-262d-4625-b42c-40dc912106e7","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbLFs5d2QoX2erkLzCX","type":"message","role":"assistant","content":[{"type":"text","text":"Läuft sauber: 15/15 mit Ergebnis, 0 Fehlschläge, plausible Zuordnung (SHK/HLK, Bau-Dach, Kfz, Elektro) mit realistischer Konfidenz. Kunde 11 (leerer Name) hat diesmal doch getroffen.\n\n**Status:** Voller Lauf über 1393 Kunden läuft im Hintergrund (6 Worker, resumierbar). Grobe Laufzeit ~1–2 h, Kosten in der Größenordnung von rund 50–100 € (je Kunde 1 Sonnet-Aufruf + einige Web-Suchen).\n\nWenn er durch ist, mache ich automatisch:\n1. `--pack` → `enrichment_neu/result_000.json`\n2. alte `enrichment/result_*.json` (stale 191er-IDs) beiseitelegen\n3. `enrich_load.py --src pipeline/enrichment_neu` → füllt `kunde_firmendaten` + `web_cache`\n\nDanach zeigt der Kundenstamm Branche/Gewerk/Segment, und die Vorschlagsengine kann Branche wieder als Dimension nutzen. Ich melde mich, wenn der Lauf fertig ist — Nachlauf für null-Kunden ziehe ich per Resume nach."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":1248,"cache_read_input_tokens":159279,"output_tokens":934,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1248,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":934,"cache_read_input_tokens":159279,"cache_creation_input_tokens":1248,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1248},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbLEAPBWq3DHmAkENmW","type":"assistant","uuid":"22ef425a-d6ab-4db1-92b3-471c3f5d6564","timestamp":"2026-07-07T11:09:16.671Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"22ef425a-d6ab-4db1-92b3-471c3f5d6564","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":778452,"messageCount":371,"timestamp":"2026-07-07T11:09:16.737Z","uuid":"130f2e96-52a0-4339-90a5-1e3fc17628ec","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:11:44.949Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>bbt9jw6vt</task-id>\n<tool-use-id>toolu_012sYxqz2i5k3oGepoFbMovV</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bbt9jw6vt.output</output-file>\n<status>completed</status>\n<summary>Background command \"Voller Branche-Lauf, Hintergrund\" completed (exit code 0)</summary>\n</task-notification>"}
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{"parentUuid":"493eeaf4-9aec-4402-b51b-288c783b5f28","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbYUgqimAGvQdrG1wbi","type":"message","role":"assistant","content":[{"type":"text","text":"Lauf fertig. Ergebnis prüfen und null-Quote messen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1275,"cache_read_input_tokens":160527,"output_tokens":555,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1275,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":555,"cache_read_input_tokens":160527,"cache_creation_input_tokens":1275,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1275},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbYT2P5P5jwJ6KsmK1g","type":"assistant","uuid":"bea9b635-ee58-44b4-a5f2-18d31bf1ee92","timestamp":"2026-07-07T11:11:48.819Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"bea9b635-ee58-44b4-a5f2-18d31bf1ee92","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbYUgqimAGvQdrG1wbi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01ASrhDjQctRzPkfVbkS3R2P","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\nout=/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/bbt9jw6vt.output\ntail -3 \"$out\"\necho \"=== JSONL-Auswertung ===\"\npython3 -c \"\nimport json\nrecs={}\nfor l in open('pipeline/enrichment_neu/branche.jsonl'):\n if l.strip():\n r=json.loads(l); recs[r['kunde_id']]=r\ngut=[r for r in recs.values() if r.get('konfidenz') is not None]\nnull=[r for r in recs.values() if r.get('konfidenz') is None]\nprint('distinct Kunden in JSONL:', len(recs))\nprint('mit Ergebnis:', len(gut), ' null (retry offen):', len(null))\nfrom collections import Counter\nprint('gewerk:', dict(Counter(r.get('gewerk') for r in gut).most_common()))\nprint('bestätigt=1:', sum(1 for r in gut if r.get('bestaetigt')==1))\n\"","description":"Endstand JSONL auswerten"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1275,"cache_read_input_tokens":160527,"output_tokens":555,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1275,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":555,"cache_read_input_tokens":160527,"cache_creation_input_tokens":1275,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1275},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbYT2P5P5jwJ6KsmK1g","type":"assistant","uuid":"2d126dfd-de7b-4fd9-8d06-554d3f900bac","timestamp":"2026-07-07T11:11:53.703Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"2d126dfd-de7b-4fd9-8d06-554d3f900bac","isSidechain":false,"promptId":"94645107-d8fc-4bda-a956-940150a12fee","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01ASrhDjQctRzPkfVbkS3R2P","type":"tool_result","content":"[1392/1393] kunde 1409 Georg Stefens GmbH & Co. KG -> None / None (None)\n[1393/1393] kunde 1410 H. Witte GmbH & CO KG. -> None / None (None)\nfertig: 1393 Kunden bearbeitet, 1410/1410 gesamt\n=== JSONL-Auswertung ===\ndistinct Kunden in JSONL: 1410\nmit Ergebnis: 67 null (retry offen): 1343\ngewerk: {'Bau-Dach': 17, 'Kfz': 14, 'Elektro': 10, 'SHK/HLK': 10, 'Sonstige': 8, 'öffentlich': 4, 'Industrie': 2, 'Fördertechnik': 1, 'Handel': 1}\nbestätigt=1: 49","is_error":false}]},"uuid":"0dd05bd1-1d95-43e6-bd5a-a93a7ff8faf2","timestamp":"2026-07-07T11:14:03.842Z","toolUseResult":{"stdout":"[1392/1393] kunde 1409 Georg Stefens GmbH & Co. KG -> None / None (None)\n[1393/1393] kunde 1410 H. Witte GmbH & CO KG. -> None / None (None)\nfertig: 1393 Kunden bearbeitet, 1410/1410 gesamt\n=== JSONL-Auswertung ===\ndistinct Kunden in JSONL: 1410\nmit Ergebnis: 67 null (retry offen): 1343\ngewerk: {'Bau-Dach': 17, 'Kfz': 14, 'Elektro': 10, 'SHK/HLK': 10, 'Sonstige': 8, 'öffentlich': 4, 'Industrie': 2, 'Fördertechnik': 1, 'Handel': 1}\nbestätigt=1: 49","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"2d126dfd-de7b-4fd9-8d06-554d3f900bac","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"bf883cf8-d457-4f6d-ae2a-8fd3de4dc119","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnbiihytm3o9Thvm6PjJ","type":"message","role":"assistant","content":[{"type":"text","text":"Nur 67 von 1410 erfolgreich — der Rest kippte. Fehlergründe der null-Kunden ansehen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":843,"cache_read_input_tokens":161802,"output_tokens":552,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":843,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":552,"cache_read_input_tokens":161802,"cache_creation_input_tokens":843,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":843},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbigifdcADC8U1XBF3e","type":"assistant","uuid":"9a380a6a-c151-48b9-b831-b508207bb6c6","timestamp":"2026-07-07T11:14:09.499Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9a380a6a-c151-48b9-b831-b508207bb6c6","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnbiihytm3o9Thvm6PjJ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01WjA3pqQzuQNew5nfNx8Jyw","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\npython3 -c \"\nimport json\nfrom collections import Counter\nrecs={}\nfor l in open('pipeline/enrichment_neu/branche.jsonl'):\n if l.strip():\n r=json.loads(l); recs[r['kunde_id']]=r\nnull=[r for r in recs.values() if r.get('konfidenz') is None]\nc=Counter()\nfor r in null:\n b=(r.get('belege') or '')\n if b.startswith('FEHLER:'):\n # gröber gruppieren\n key=b.split(':',2)\n msg=b[7:60].strip()\n c[msg]+=1\n else:\n c['(kein FEHLER-Text, belege leer/null)']+=1\nfor m,n in c.most_common():\n print(n, m)\n\"","description":"Fehlergründe gruppieren"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":843,"cache_read_input_tokens":161802,"output_tokens":552,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":843,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":552,"cache_read_input_tokens":161802,"cache_creation_input_tokens":843,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":843},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbigifdcADC8U1XBF3e","type":"assistant","uuid":"68d97048-0ad5-42c7-8bbd-23ce7aae76a4","timestamp":"2026-07-07T11:14:12.806Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"7e2f379e-de0e-4d0f-9f4c-4a5a2eb31553","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnbk7Dqi7xvC1tdLMFjh","type":"message","role":"assistant","content":[{"type":"text","text":"Alle 1343 sind **HTTP 400**, nicht 429 — kein Rate-Limit, sondern die Anfrage wird abgelehnt. Mein Skript speichert nur „Bad Request\", nicht den Grund. Ich hole den echten Fehlertext mit einem Einzel-Probe-Aufruf:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":574,"cache_read_input_tokens":162645,"output_tokens":1112,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":574,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1112,"cache_read_input_tokens":162645,"cache_creation_input_tokens":574,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":574},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnbk4gJ8oXAJavfL3TL1","type":"assistant","uuid":"8f326a81-3131-46e2-8ac5-371cc421cf32","timestamp":"2026-07-07T11:14:35.857Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"8f326a81-3131-46e2-8ac5-371cc421cf32","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnbk7Dqi7xvC1tdLMFjh","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018qYVJGViQb35A6mTxZtFyU","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\npython3 -c \"\nimport json, urllib.request\nkey=[l.strip() for l in open('$HOME/.ssh/anthropic_api_key') if l.strip().startswith('sk-ant-')][0]\nbody=json.dumps({\n 'model':'claude-sonnet-5','max_tokens':1000,\n 'system':'Antworte nur mit JSON.',\n 'tools':[{'type':'web_search_20250305','name':'web_search','max_uses':2}],\n 'messages':[{'role':'user','content':'Firma: Georg Stefens GmbH. Ort: Deutschland'}]\n}).encode()\nreq=urllib.request.Request('https://api.anthropic.com/v1/messages',data=body,\n headers={'x-api-key':key,'anthropic-version':'2023-06-01','content-type':'application/json'})\ntry:\n r=urllib.request.urlopen(req,timeout=60)\n print('OK', r.status)\nexcept urllib.error.HTTPError as e:\n print('HTTP', e.code); print(e.read().decode()[:800])\n\"","description":"Echten 400-Fehlertext holen"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":574,"cache_read_input_tokens":162645,"output_tokens":1112,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":574,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1112,"cache_read_input_tokens":162645,"cache_creation_input_tokens":574,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":574},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnbk4gJ8oXAJavfL3TL1","type":"assistant","uuid":"aab4fe62-98e1-4491-80e7-9824ecc0eded","timestamp":"2026-07-07T11:14:40.387Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"aab4fe62-98e1-4491-80e7-9824ecc0eded","isSidechain":false,"promptId":"94645107-d8fc-4bda-a956-940150a12fee","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018qYVJGViQb35A6mTxZtFyU","type":"tool_result","content":"HTTP 400\n{\"type\":\"error\",\"error\":{\"type\":\"invalid_request_error\",\"message\":\"Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.\"},\"request_id\":\"req_011CcnbmPjo2UDhTSYcrVoZs\"}","is_error":false}]},"uuid":"f43046c1-3835-4419-aa7c-0b2ec76803ac","timestamp":"2026-07-07T11:14:41.020Z","toolUseResult":{"stdout":"HTTP 400\n{\"type\":\"error\",\"error\":{\"type\":\"invalid_request_error\",\"message\":\"Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.\"},\"request_id\":\"req_011CcnbmPjo2UDhTSYcrVoZs\"}","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"aab4fe62-98e1-4491-80e7-9824ecc0eded","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"last-prompt","lastPrompt":"dann mal los, oder? willst du das vorbereiten?","leafUuid":"f43046c1-3835-4419-aa7c-0b2ec76803ac","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
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{"parentUuid":"01b46215-3f97-47a6-b7b2-4747e06c10b8","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbmUM7RJUZfQmVjinMo","type":"message","role":"assistant","content":[{"type":"text","text":"Klarer Grund: **das API-Guthaben ist aufgebraucht.** Der 400-Fehlertext lautet „Your credit balance is too low to access the Anthropic API.\"\n\nAblauf: Die ersten ~67 Kunden liefen durch (inkl. Pilot/Tests), dann war das Guthaben leer — die Web-Suchen plus Tokens haben es aufgezehrt. Ab da liefert jeder Aufruf 400.\n\n**Stand:**\n- 67 Kunden veredelt (49 davon mit Registertreffer `bestätigt=1`), Verteilung plausibel (Bau-Dach, Kfz, Elektro, SHK/HLK …).\n- 1343 Kunden offen, alle als `null` in der JSONL — durch die Resume-Logik jederzeit nachziehbar.\n\nIch stoppe hier; weitere Läufe erzeugen nur weitere 400er. Sobald du in **Plans & Billing** Guthaben auflädst, starte ich `enrich_branche.py` erneut — er überspringt die 67 fertigen und holt nur die offenen 1343 nach. Erst danach packe ich und lade in `kunde_firmendaten`."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1224,"cache_read_input_tokens":163219,"output_tokens":830,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1224,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":830,"cache_read_input_tokens":163219,"cache_creation_input_tokens":1224,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1224},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbmRSVVBDnKSckNr9U8","type":"assistant","uuid":"1317e7a2-bf41-43aa-b7fe-7b50e0e8ea7b","timestamp":"2026-07-07T11:14:58.571Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"d7328412-44ed-430f-9a67-38e2a2162f27","isSidechain":false,"type":"system","subtype":"informational","content":"Unknown command: /uasge. Did you mean /usage?","isMeta":false,"timestamp":"2026-07-07T11:15:43.544Z","uuid":"0f4a1b73-688f-4ca2-a340-016956c3b7b7","level":"warning","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"904d2076-5497-41d3-934e-979739c52b9f","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbtuXPK4ZNXPKgfJE8J","type":"message","role":"assistant","content":[{"type":"text","text":"Das Dashboard, das du siehst, ist vermutlich nicht dasselbe Konto/Guthaben wie der API-Key in `~/.ssh/anthropic_api_key`. Die API-Credits (Console, prepaid) sind getrennt von der Claude-Abo-Usage. Ich grenze ein: ein minimaler Aufruf **ohne** Web-Suche zeigt, ob es am Gesamt-Guthaben liegt oder speziell an der Websuche:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":850,"cache_read_input_tokens":164443,"output_tokens":1350,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":850,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1350,"cache_read_input_tokens":164443,"cache_creation_input_tokens":850,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":850},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbtsXamM292qvP8fK1A","type":"assistant","uuid":"815ab5a6-1732-482c-9f03-bf4674650539","timestamp":"2026-07-07T11:16:39.294Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"815ab5a6-1732-482c-9f03-bf4674650539","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnbtuXPK4ZNXPKgfJE8J","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HKVVYtke4V7dJ9ShB8ibs8","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\npython3 -c \"\nimport json, urllib.request\nkey=[l.strip() for l in open('$HOME/.ssh/anthropic_api_key') if l.strip().startswith('sk-ant-')][0]\nprint('Key endet auf:', key[-6:])\ndef call(tools):\n body={'model':'claude-sonnet-5','max_tokens':50,'messages':[{'role':'user','content':'Sag nur: ok'}]}\n if tools: body['tools']=[{'type':'web_search_20250305','name':'web_search','max_uses':1}]\n req=urllib.request.Request('https://api.anthropic.com/v1/messages',data=json.dumps(body).encode(),\n headers={'x-api-key':key,'anthropic-version':'2023-06-01','content-type':'application/json'})\n try:\n r=urllib.request.urlopen(req,timeout=40); d=json.load(r); \n return 'OK: '+''.join(b.get('text','') for b in d['content'] if b['type']=='text')[:40]\n except urllib.error.HTTPError as e:\n return f'HTTP {e.code}: '+json.loads(e.read())['error']['message'][:120]\nprint('ohne Websuche :', call(False))\nprint('mit Websuche :', call(True))\n\"","description":"Plain vs. Web-Suche zur Fehlereingrenzung"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":850,"cache_read_input_tokens":164443,"output_tokens":1350,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":850,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":1350,"cache_read_input_tokens":164443,"cache_creation_input_tokens":850,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":850},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnbtsXamM292qvP8fK1A","type":"assistant","uuid":"9aa622e7-9dfe-4c9d-a40d-da45f7210bc0","timestamp":"2026-07-07T11:16:44.921Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"bf2ed174-f9b8-491c-bc58-377c10800376","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnc2Enham3d2AjqvUHjr","type":"message","role":"assistant","content":[{"type":"text","text":"WebSearch läuft über die funktionierende Auth und liefert dieselbe Qualität (Georg Stefens = Bauunternehmen/Dachdecker → Bau-Dach/Handwerk). Der Weg trägt.\n\nPlan-Pivot: statt des toten Keys mache ich die Veredelung über **Subagenten mit WebSearch** (funded Auth). Jeder Agent bekommt eine Kundenscharge, recherchiert und schreibt Records im selben Schema. Ich erzeuge die Chunks und teste an einer Charge:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1225,"cache_read_input_tokens":170462,"output_tokens":2578,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1225,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2578,"cache_read_input_tokens":170462,"cache_creation_input_tokens":1225,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1225},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnc2D61jyJByKQ5ijuzQ","type":"assistant","uuid":"5403aed9-d56b-4d1c-96cd-1c435ac9c19c","timestamp":"2026-07-07T11:18:35.181Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"5403aed9-d56b-4d1c-96cd-1c435ac9c19c","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnc2Enham3d2AjqvUHjr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019Z2238MRH7ZUXCrLA6pg6R","name":"Bash","input":{"command":"cd /Users/marcus.hinz/projects/08-07\npython3 -c \"\nimport json, sqlite3\nSCR='/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad'\nimport os\nos.makedirs(SCR+'/branche_chunks', exist_ok=True)\nos.makedirs(SCR+'/branche_out', exist_ok=True)\n# erledigte (konfidenz gesetzt) aus JSONL\ndone=set()\nfor l in open('pipeline/enrichment_neu/branche.jsonl'):\n if l.strip():\n r=json.loads(l)\n if r.get('konfidenz') is not None: done.add(r['kunde_id'])\ncon=sqlite3.connect('data/wuerth.db'); con.row_factory=sqlite3.Row\nrows=con.execute('SELECT kunde_id,name_roh,name_1,strasse,plz,land FROM kunden ORDER BY kunde_id').fetchall()\npend=[dict(r) for r in rows if r['kunde_id'] not in done and (r['name_roh'] or '').strip()]\nleer=[dict(r) for r in rows if r['kunde_id'] not in done and not (r['name_roh'] or '').strip()]\nCH=25\nn=0\nfor i in range(0,len(pend),CH):\n json.dump(pend[i:i+CH], open(f'{SCR}/branche_chunks/chunk_{n:03d}.json','w'), ensure_ascii=False, indent=1)\n n+=1\nprint('offen mit Name:',len(pend),' leer (kein Name, übersprungen):',len(leer),' Chunks:',n)\n\"","description":"Offene Kunden in Chunks à 25 schreiben"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1225,"cache_read_input_tokens":170462,"output_tokens":2578,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1225,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":2578,"cache_read_input_tokens":170462,"cache_creation_input_tokens":1225,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1225},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnc2D61jyJByKQ5ijuzQ","type":"assistant","uuid":"6f893966-1165-4645-b75c-478406836db4","timestamp":"2026-07-07T11:18:42.920Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"6f893966-1165-4645-b75c-478406836db4","isSidechain":false,"promptId":"5d0b367c-1ce7-4470-b8f7-f778d491d567","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019Z2238MRH7ZUXCrLA6pg6R","type":"tool_result","content":"offen mit Name: 1336 leer (kein Name, übersprungen): 7 Chunks: 54","is_error":false}]},"uuid":"32d26e1f-d0e1-4c9d-961d-75296c8ca653","timestamp":"2026-07-07T11:18:49.399Z","toolUseResult":{"stdout":"offen mit Name: 1336 leer (kein Name, übersprungen): 7 Chunks: 54","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"6f893966-1165-4645-b75c-478406836db4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"e4cfc026-3d5c-47f7-aae2-c669afd475b8","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnc5pixkXxM3bNny8vXe","type":"message","role":"assistant","content":[{"type":"text","text":"54 Chunks à 25 Kunden (7 namenlose übersprungen). Ich teste mit 2 Agenten (Charge 0 und 1), bevor ich alle 54 starte:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2618,"cache_read_input_tokens":171687,"output_tokens":3222,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2618,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":3222,"cache_read_input_tokens":171687,"cache_creation_input_tokens":2618,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2618},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnc5jRipBi9pnDKEearG","type":"assistant","uuid":"8fa0147c-1c1c-4f64-8f29-0bb85e536220","timestamp":"2026-07-07T11:19:10.826Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"8fa0147c-1c1c-4f64-8f29-0bb85e536220","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnc5pixkXxM3bNny8vXe","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CYKbPYTUusXG7nHkBpRbuQ","name":"Agent","input":{"description":"Branche-Recherche Charge 0","prompt":"Du reicherst Kunden-Firmendaten per Websuche an.\n\nLies das JSON-Array von Kunden aus dieser Datei:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_000.json\n\nFür JEDEN Kunden: nutze WebSearch (Query = Firmenname + Straße/PLZ + Land), bei einem guten Treffer optional WebFetch auf eine Register-/Branchenbuch-Seite. Bestimme daraus die Firmendaten.\n\nErzeuge pro Kunde genau EIN Record mit exakt diesen Keys:\nkunde_id (unverändert übernehmen), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege\n\ngewerk MUSS genau einer sein: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment MUSS genau einer sein: Handwerk | Industrie | Flotte | öffentlich\n\nRegeln:\n- branche_text in der Landessprache des Kunden (bzw. Deutsch).\n- Unbekannte Felder = null. Nichts erfinden, lieber null und niedrige konfidenz.\n- konfidenz 0..1. bestaetigt=1 NUR bei eindeutigem Register-/Adresstreffer, sonst 0.\n- mitarbeiter_kl als Klasse (z. B. \"1-9\", \"10-49\", \"50-249\", \"250+\") oder null.\n- quelle_primaer = Domain der Hauptquelle. belege = 1-3 Sätze Begründung inkl. Quell-URLs.\n- Effizient bleiben: ~1-2 Suchen pro Kunde.\n\nSchreibe das fertige JSON-Array (nur die Records, gültiges JSON, kein Markdown) mit dem Write-Tool nach:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_000.json\n\nDeine finale Nachricht: nur eine Zeile mit der Anzahl geschriebener Records.","subagent_type":"general-purpose","run_in_background":false},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2618,"cache_read_input_tokens":171687,"output_tokens":3222,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2618,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":3222,"cache_read_input_tokens":171687,"cache_creation_input_tokens":2618,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2618},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnc5jRipBi9pnDKEearG","type":"assistant","uuid":"988cca36-f239-4522-bac7-a4782a892340","timestamp":"2026-07-07T11:19:21.779Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"988cca36-f239-4522-bac7-a4782a892340","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011Ccnc5pixkXxM3bNny8vXe","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PeoKASS3gZuaVvK9hicpNp","name":"Agent","input":{"description":"Branche-Recherche Charge 1","prompt":"Du reicherst Kunden-Firmendaten per Websuche an.\n\nLies das JSON-Array von Kunden aus dieser Datei:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_001.json\n\nFür JEDEN Kunden: nutze WebSearch (Query = Firmenname + Straße/PLZ + Land), bei einem guten Treffer optional WebFetch auf eine Register-/Branchenbuch-Seite. Bestimme daraus die Firmendaten.\n\nErzeuge pro Kunde genau EIN Record mit exakt diesen Keys:\nkunde_id (unverändert übernehmen), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege\n\ngewerk MUSS genau einer sein: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment MUSS genau einer sein: Handwerk | Industrie | Flotte | öffentlich\n\nRegeln:\n- branche_text in der Landessprache des Kunden (bzw. Deutsch).\n- Unbekannte Felder = null. Nichts erfinden, lieber null und niedrige konfidenz.\n- konfidenz 0..1. bestaetigt=1 NUR bei eindeutigem Register-/Adresstreffer, sonst 0.\n- mitarbeiter_kl als Klasse (z. B. \"1-9\", \"10-49\", \"50-249\", \"250+\") oder null.\n- quelle_primaer = Domain der Hauptquelle. belege = 1-3 Sätze Begründung inkl. Quell-URLs.\n- Effizient bleiben: ~1-2 Suchen pro Kunde.\n\nSchreibe das fertige JSON-Array (nur die Records, gültiges JSON, kein Markdown) mit dem Write-Tool nach:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_001.json\n\nDeine finale Nachricht: nur eine Zeile mit der Anzahl geschriebener Records.","subagent_type":"general-purpose","run_in_background":false},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2618,"cache_read_input_tokens":171687,"output_tokens":3222,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2618,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":3222,"cache_read_input_tokens":171687,"cache_creation_input_tokens":2618,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2618},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Ccnc5jRipBi9pnDKEearG","type":"assistant","uuid":"7dec5d76-a405-4d3b-87c7-93318b4d0cf0","timestamp":"2026-07-07T11:19:29.708Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
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{"parentUuid":"988cca36-f239-4522-bac7-a4782a892340","isSidechain":false,"promptId":"5d0b367c-1ce7-4470-b8f7-f778d491d567","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CYKbPYTUusXG7nHkBpRbuQ","type":"tool_result","content":[{"type":"text","text":"25 Records geschrieben."},{"type":"text","text":"agentId: a8a0aad6146a9d5e8 (use SendMessage with to: 'a8a0aad6146a9d5e8', summary: '<5-10 word recap>' to continue this agent)\n<usage>subagent_tokens: 73067\ntool_uses: 28\nduration_ms: 290951</usage>"}]}]},"uuid":"3c0ec057-afe2-4c41-972b-e869a3b84844","timestamp":"2026-07-07T11:24:12.737Z","toolUseResult":{"status":"completed","prompt":"Du reicherst Kunden-Firmendaten per Websuche an.\n\nLies das JSON-Array von Kunden aus dieser Datei:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_000.json\n\nFür JEDEN Kunden: nutze WebSearch (Query = Firmenname + Straße/PLZ + Land), bei einem guten Treffer optional WebFetch auf eine Register-/Branchenbuch-Seite. Bestimme daraus die Firmendaten.\n\nErzeuge pro Kunde genau EIN Record mit exakt diesen Keys:\nkunde_id (unverändert übernehmen), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege\n\ngewerk MUSS genau einer sein: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige\nsegment MUSS genau einer sein: Handwerk | Industrie | Flotte | öffentlich\n\nRegeln:\n- branche_text in der Landessprache des Kunden (bzw. Deutsch).\n- Unbekannte Felder = null. Nichts erfinden, lieber null und niedrige konfidenz.\n- konfidenz 0..1. bestaetigt=1 NUR bei eindeutigem Register-/Adresstreffer, sonst 0.\n- mitarbeiter_kl als Klasse (z. B. \"1-9\", \"10-49\", \"50-249\", \"250+\") oder null.\n- quelle_primaer = Domain der Hauptquelle. belege = 1-3 Sätze Begründung inkl. Quell-URLs.\n- Effizient bleiben: ~1-2 Suchen pro Kunde.\n\nSchreibe das fertige JSON-Array (nur die Records, gültiges JSON, kein Markdown) mit dem Write-Tool nach:\n/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_000.json\n\nDeine finale Nachricht: nur eine Zeile mit der Anzahl geschriebener Records.","agentId":"a8a0aad6146a9d5e8","agentType":"general-purpose","content":[{"type":"text","text":"25 Records geschrieben."}],"resolvedModel":"claude-opus-4-8[1m]","totalDurationMs":290951,"totalTokens":73067,"totalToolUseCount":28,"usage":{"input_tokens":2,"cache_creation_input_tokens":19131,"cache_read_input_tokens":53922,"output_tokens":12,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":19131},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":12,"cache_read_input_tokens":53922,"cache_creation_input_tokens":19131,"cache_creation":{"ephemeral_5m_input_tokens":19131,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"toolStats":{"readCount":1,"searchCount":0,"bashCount":0,"editFileCount":1,"linesAdded":478,"linesRemoved":0,"otherToolCount":26}},"sourceToolAssistantUUID":"988cca36-f239-4522-bac7-a4782a892340","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"341f58ef-8ff0-4fd2-aad8-a56d5da086fd","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcncWR7qjwvZmWMUNxf7Y","type":"message","role":"assistant","content":[{"type":"text","text":"Zur Frage — sauber getrennt:\n\n- **Die ersten 67 Branche-Records**: ja, die liefen über den **API-Key** (`enrich_branche.py` → direkt gegen `api.anthropic.com`). Die kamen durch, bevor das Guthaben leer war.\n- **Fahrzeug-Normalisierung + DB-Neuaufbau**: nein, komplett offline (SQLite, kein Key, kein Netz).\n- **Jetzt gerade (die 2 Testagenten, 50 Records)**: über **meine WebSearch = deine Private-/Abo-Auth**, nicht über den Key.\n\nAlso: der Key wurde nur für die anfänglichen 67 benutzt und ist seither tot. Der neue Weg (Subagenten mit WebSearch) läuft ausschließlich über die funktionierende Auth.\n\nDer Pilot lief durch: 2 Agenten, je 25 Records geschrieben. Ich prüfe kurz Format und Qualität:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":215,"cache_creation_input_tokens":3512,"cache_read_input_tokens":174305,"output_tokens":1459,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3512,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":215,"output_tokens":1459,"cache_read_input_tokens":174305,"cache_creation_input_tokens":3512,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3512},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcncWLHNvGBgMwEewfqCQ","type":"assistant","uuid":"324d69a3-da92-4d1f-82c6-469a45cd080b","timestamp":"2026-07-07T11:24:39.622Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"324d69a3-da92-4d1f-82c6-469a45cd080b","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcncWR7qjwvZmWMUNxf7Y","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DTDsJSaj26Q6CPfLu7azqC","name":"Bash","input":{"command":"cd /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out\npython3 -c \"\nimport json\nfor f in ['out_000.json','out_001.json']:\n d=json.load(open(f))\n keys=set(d[0].keys())\n need={'kunde_id','branche_text','branche_nace','gewerk','segment','mitarbeiter_kl','umsatz_kl','gruendungsjahr','rechtsform','website','ort','bundesland','hr_nummer','konfidenz','bestaetigt','quelle_primaer','belege'}\n print(f, len(d),'Records, Keys OK:', keys==need, ' fehlend:', need-keys, ' extra:', keys-need)\n from collections import Counter\n print(' gewerk:', dict(Counter(r['gewerk'] for r in d)))\n print(' bestätigt=1:', sum(1 for r in d if r['bestaetigt']==1), ' konfidenz None:', sum(1 for r in d if r['konfidenz'] is None))\nprint('--- Beispiel ---')\nd=json.load(open('out_000.json'))\nprint(json.dumps(d[0], ensure_ascii=False, indent=1)[:700])\n\"","description":"Pilot-Output Format und Qualität prüfen"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":215,"cache_creation_input_tokens":3512,"cache_read_input_tokens":174305,"output_tokens":1459,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3512,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":215,"output_tokens":1459,"cache_read_input_tokens":174305,"cache_creation_input_tokens":3512,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3512},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcncWLHNvGBgMwEewfqCQ","type":"assistant","uuid":"4ac5a96e-429c-4953-8193-5d5d4e9a10ba","timestamp":"2026-07-07T11:24:45.212Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"4ac5a96e-429c-4953-8193-5d5d4e9a10ba","isSidechain":false,"promptId":"5d0b367c-1ce7-4470-b8f7-f778d491d567","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DTDsJSaj26Q6CPfLu7azqC","type":"tool_result","content":"out_000.json 25 Records, Keys OK: True fehlend: set() extra: set()\n gewerk: {'Elektro': 3, 'Kfz': 4, 'SHK/HLK': 8, 'Industrie': 3, 'Sonstige': 3, 'Holz-Zimmerei': 2, 'öffentlich': 1, 'Bau-Dach': 1}\n bestätigt=1: 19 konfidenz None: 0\nout_001.json 25 Records, Keys OK: True fehlend: set() extra: set()\n gewerk: {'Kfz': 5, 'öffentlich': 7, 'Bau-Dach': 5, 'Handel': 1, 'SHK/HLK': 2, 'Elektro': 2, 'Industrie': 1, 'Sonstige': 1, 'Holz-Zimmerei': 1}\n bestätigt=1: 25 konfidenz None: 0\n--- Beispiel ---\n{\n \"kunde_id\": 68,\n \"branche_text\": \"Elektrotechnik / Elektroinstallation (Gebäude, Licht, PV, E-Mobilität)\",\n \"branche_nace\": \"43.21\",\n \"gewerk\": \"Elektro\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": \"10-49\",\n \"umsatz_kl\": null,\n \"gruendungsjahr\": 2007,\n \"rechtsform\": \"GmbH & Co. KG\",\n \"website\": \"elektro-lischer.de\",\n \"ort\": \"Dortmund\",\n \"bundesland\": \"Nordrhein-Westfalen\",\n \"hr_nummer\": \"HRB 26401\",\n \"konfidenz\": 0.9,\n \"bestaetigt\": 1,\n \"quelle_primaer\": \"gelbeseiten.de\",\n \"belege\": \"Adress- und Namenstreffer Bünnerhelfstr. 6-8, 44379 Dortmund bei gelbeseiten.de und branchenbuch.meinestadt.de; Elektroinstallationsbetrieb, Innung E-CHECK, KNX/EIB, PV und Wallboxen laut elektro-lischer.de.\nShell cwd was reset to /Users/marcus.hinz/claude-projects/08-07","is_error":false}]},"uuid":"492cfd57-41b9-4489-8fed-cfb2cb1ab1ba","timestamp":"2026-07-07T11:24:45.419Z","toolUseResult":{"stdout":"out_000.json 25 Records, Keys OK: True fehlend: set() extra: set()\n gewerk: {'Elektro': 3, 'Kfz': 4, 'SHK/HLK': 8, 'Industrie': 3, 'Sonstige': 3, 'Holz-Zimmerei': 2, 'öffentlich': 1, 'Bau-Dach': 1}\n bestätigt=1: 19 konfidenz None: 0\nout_001.json 25 Records, Keys OK: True fehlend: set() extra: set()\n gewerk: {'Kfz': 5, 'öffentlich': 7, 'Bau-Dach': 5, 'Handel': 1, 'SHK/HLK': 2, 'Elektro': 2, 'Industrie': 1, 'Sonstige': 1, 'Holz-Zimmerei': 1}\n bestätigt=1: 25 konfidenz None: 0\n--- Beispiel ---\n{\n \"kunde_id\": 68,\n \"branche_text\": \"Elektrotechnik / Elektroinstallation (Gebäude, Licht, PV, E-Mobilität)\",\n \"branche_nace\": \"43.21\",\n \"gewerk\": \"Elektro\",\n \"segment\": \"Handwerk\",\n \"mitarbeiter_kl\": \"10-49\",\n \"umsatz_kl\": null,\n \"gruendungsjahr\": 2007,\n \"rechtsform\": \"GmbH & Co. KG\",\n \"website\": \"elektro-lischer.de\",\n \"ort\": \"Dortmund\",\n \"bundesland\": \"Nordrhein-Westfalen\",\n \"hr_nummer\": \"HRB 26401\",\n \"konfidenz\": 0.9,\n \"bestaetigt\": 1,\n \"quelle_primaer\": \"gelbeseiten.de\",\n \"belege\": \"Adress- und Namenstreffer Bünnerhelfstr. 6-8, 44379 Dortmund bei gelbeseiten.de und branchenbuch.meinestadt.de; Elektroinstallationsbetrieb, Innung E-CHECK, KNX/EIB, PV und Wallboxen laut elektro-lischer.de.","stderr":"\nShell cwd was reset to /Users/marcus.hinz/claude-projects/08-07","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"4ac5a96e-429c-4953-8193-5d5d4e9a10ba","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"37ca16c0-14cf-4c83-9cbe-4f706bae6270","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnccmWboaFY7ySndMUnK","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_011fKEbpzYsv6ZSRPs8wwNkG","name":"Agent","input":{"description":"Branche-Recherche Charge 2","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_002.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_002.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1555,"cache_read_input_tokens":180272,"output_tokens":10035,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1555,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":10035,"cache_read_input_tokens":180272,"cache_creation_input_tokens":1555,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1555},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnccbZ4izJ3BrTEgYUYc","type":"assistant","uuid":"dd92b11f-fa58-4016-9738-3e1d1510e618","timestamp":"2026-07-07T11:26:06.949Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"ec075637-c805-4804-b352-0ae6a35d04a8","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnccmWboaFY7ySndMUnK","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01WJdz8j4cCfeoLDQxiAR9pK","name":"Agent","input":{"description":"Branche-Recherche Charge 3","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_003.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_003.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1555,"cache_read_input_tokens":180272,"output_tokens":10035,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1555,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":10035,"cache_read_input_tokens":180272,"cache_creation_input_tokens":1555,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1555},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnccbZ4izJ3BrTEgYUYc","type":"assistant","uuid":"60c332a0-69b1-48b0-b5f6-62290d7df9e8","timestamp":"2026-07-07T11:26:12.640Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:31:52.784Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a49af49dc7a038cad</task-id>\n<tool-use-id>toolu_01KV7D8ttNomD5zyLqT5WmUx</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49af49dc7a038cad.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 4\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>77331</subagent_tokens><tool_uses>31</tool_uses><duration_ms>333641</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:32:02.890Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a6681258ee097079e</task-id>\n<tool-use-id>toolu_01XScxuKRPrZrp6WAxBRvzQm</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6681258ee097079e.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 12\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>68950</subagent_tokens><tool_uses>28</tool_uses><duration_ms>292791</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:32:10.385Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a8c64854947ada3a6</task-id>\n<tool-use-id>toolu_0148fApWpAcqLGY9o9kBb4sg</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a8c64854947ada3a6.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 5\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>75930</subagent_tokens><tool_uses>30</tool_uses><duration_ms>344788</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:32:26.847Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aefd9ce4c87cc8883</task-id>\n<tool-use-id>toolu_01Cwxqv13Z2bnA6iLaSAUqa2</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aefd9ce4c87cc8883.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 13\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>74839</subagent_tokens><tool_uses>30</tool_uses><duration_ms>310744</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:32:38.123Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a77d9480908d24d19</task-id>\n<tool-use-id>toolu_01AfRm4PG8XdRVU5uVCz2Uvb</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a77d9480908d24d19.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 11\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>26</result>\n<usage><subagent_tokens>75756</subagent_tokens><tool_uses>30</tool_uses><duration_ms>334512</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:33:00.288Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a0a609042baca50c4</task-id>\n<tool-use-id>toolu_01H7QCAV8ezyUvuQUYKD3bFP</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0a609042baca50c4.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 10\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>63218</subagent_tokens><tool_uses>22</tool_uses><duration_ms>362688</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:33:00.627Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>ac6b5682e5efb7fbf</task-id>\n<tool-use-id>toolu_014Uvpsr5KmdnSQNyCUZqh4H</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ac6b5682e5efb7fbf.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 9\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71318</subagent_tokens><tool_uses>29</tool_uses><duration_ms>369424</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:33:02.154Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"2eee9bcf-96f8-42e9-ba94-026fcdf14cb9","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"36fc2d3c-ca93-48f8-b31a-257948b88034","timestamp":"2026-07-07T11:30:51.889Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"36fc2d3c-ca93-48f8-b31a-257948b88034","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"text","text":"Charge 3 ist mit 25 Records durch — WebSearch trägt auch unter Last. Ich ziehe die restlichen Chargen nach. Wave 2 (014–033):"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"d8ebe7f7-388c-42d7-9fc5-4f7c1e897e93","timestamp":"2026-07-07T11:30:52.817Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"d8ebe7f7-388c-42d7-9fc5-4f7c1e897e93","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DnKjGGooQfdLot1H1Rm6ZL","name":"Agent","input":{"description":"Branche-Recherche Charge 14","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_014.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_014.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"f538e957-a941-4341-b22f-bef8f446c234","timestamp":"2026-07-07T11:31:01.323Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"b836655b-f26f-4061-ab89-e7b86b52dcdd","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012RRpFyTfJc6TX9SaWrt6bb","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a4c8f3ca835d46d9c (internal ID - do not mention to user. Use SendMessage with to: 'a4c8f3ca835d46d9c', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4c8f3ca835d46d9c.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"528df22e-97be-4240-9bd4-e797a8ac6551","timestamp":"2026-07-07T11:31:26.832Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a4c8f3ca835d46d9c","description":"Branche-Recherche Charge 18","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_018.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_018.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4c8f3ca835d46d9c.output","canReadOutputFile":true},"sourceToolAssistantUUID":"b836655b-f26f-4061-ab89-e7b86b52dcdd","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"528df22e-97be-4240-9bd4-e797a8ac6551","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FtPh4KLFcFDLZQrgRr7ZHu","name":"Agent","input":{"description":"Branche-Recherche Charge 19","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_019.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_019.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"5bc64381-188f-4d90-9dc1-e1997afadec3","timestamp":"2026-07-07T11:31:36.149Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"5bc64381-188f-4d90-9dc1-e1997afadec3","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FtPh4KLFcFDLZQrgRr7ZHu","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: ad3f384ee5e5eb098 (internal ID - do not mention to user. Use SendMessage with to: 'ad3f384ee5e5eb098', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad3f384ee5e5eb098.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"181d3619-6a93-430a-9ad8-edf92b21dd60","timestamp":"2026-07-07T11:31:36.153Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"ad3f384ee5e5eb098","description":"Branche-Recherche Charge 19","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_019.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_019.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad3f384ee5e5eb098.output","canReadOutputFile":true},"sourceToolAssistantUUID":"5bc64381-188f-4d90-9dc1-e1997afadec3","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"181d3619-6a93-430a-9ad8-edf92b21dd60","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015UyazVLUefrTdJCKsbSgmt","name":"Agent","input":{"description":"Branche-Recherche Charge 20","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_020.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_020.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"130ec0ba-46b1-4a07-bd0d-f704be6024f2","timestamp":"2026-07-07T11:31:39.846Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"130ec0ba-46b1-4a07-bd0d-f704be6024f2","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015UyazVLUefrTdJCKsbSgmt","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a0f2be7475f6d96ce (internal ID - do not mention to user. Use SendMessage with to: 'a0f2be7475f6d96ce', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0f2be7475f6d96ce.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"580b5425-2c3b-4e50-b287-1921e78caa7a","timestamp":"2026-07-07T11:31:39.849Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a0f2be7475f6d96ce","description":"Branche-Recherche Charge 20","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_020.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_020.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0f2be7475f6d96ce.output","canReadOutputFile":true},"sourceToolAssistantUUID":"130ec0ba-46b1-4a07-bd0d-f704be6024f2","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"580b5425-2c3b-4e50-b287-1921e78caa7a","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DJVuPJxUWWBKG9oFT6aGED","name":"Agent","input":{"description":"Branche-Recherche Charge 21","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_021.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_021.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"a254f606-f3f5-4a83-a548-f9b332e2500d","timestamp":"2026-07-07T11:31:45.831Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"304363f1-4b21-4a1c-b149-7b80a89895a4","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01A4pNYHBaQVmjDKQTJL4aYT","name":"Agent","input":{"description":"Branche-Recherche Charge 22","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_022.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_022.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"31622897-6d08-4a79-8324-f76e255eb0d4","timestamp":"2026-07-07T11:31:52.344Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"31622897-6d08-4a79-8324-f76e255eb0d4","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01A4pNYHBaQVmjDKQTJL4aYT","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a91ef4edca66e892e (internal ID - do not mention to user. Use SendMessage with to: 'a91ef4edca66e892e', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a91ef4edca66e892e.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"19586926-3c93-451c-8522-280400208836","timestamp":"2026-07-07T11:31:52.350Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a91ef4edca66e892e","description":"Branche-Recherche Charge 22","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_022.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_022.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a91ef4edca66e892e.output","canReadOutputFile":true},"sourceToolAssistantUUID":"31622897-6d08-4a79-8324-f76e255eb0d4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"19586926-3c93-451c-8522-280400208836","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_012jZiqsK8gqwy3vunJWqGvk","name":"Agent","input":{"description":"Branche-Recherche Charge 23","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_023.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_023.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"85428417-badd-4aba-8b50-55f8bce22903","timestamp":"2026-07-07T11:31:58.835Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"85428417-badd-4aba-8b50-55f8bce22903","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012jZiqsK8gqwy3vunJWqGvk","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a145cf4c75acc501b (internal ID - do not mention to user. Use SendMessage with to: 'a145cf4c75acc501b', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a145cf4c75acc501b.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"4faa6bd4-d58e-4dd5-947e-7ae130c27aa4","timestamp":"2026-07-07T11:31:58.839Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a145cf4c75acc501b","description":"Branche-Recherche Charge 23","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_023.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_023.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a145cf4c75acc501b.output","canReadOutputFile":true},"sourceToolAssistantUUID":"85428417-badd-4aba-8b50-55f8bce22903","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"d00c4e78-e475-4a74-9f2f-2e2a1224a214","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019iP2LwU1VpLE6TBjSvg9Qv","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a7c931c41c71d034e (internal ID - do not mention to user. Use SendMessage with to: 'a7c931c41c71d034e', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7c931c41c71d034e.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"44be7a9b-19a8-46a2-b751-23c59c88e618","timestamp":"2026-07-07T11:32:04.837Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a7c931c41c71d034e","description":"Branche-Recherche Charge 24","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_024.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_024.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7c931c41c71d034e.output","canReadOutputFile":true},"sourceToolAssistantUUID":"d00c4e78-e475-4a74-9f2f-2e2a1224a214","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"44be7a9b-19a8-46a2-b751-23c59c88e618","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JqMk1qExZ9fQ1vrKM3gQ5x","name":"Agent","input":{"description":"Branche-Recherche Charge 25","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_025.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_025.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"276758f3-5cf8-457c-92c5-24dfc430d7ff","timestamp":"2026-07-07T11:32:11.368Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"1bcb05d7-b267-465a-bc65-f4ae461eb428","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HQ13GBgDRBex9XyTpyoG1X","name":"Agent","input":{"description":"Branche-Recherche Charge 26","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_026.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_026.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"f3ca4afa-d5ec-47b5-b5ec-f224d45695a6","timestamp":"2026-07-07T11:32:18.015Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f3ca4afa-d5ec-47b5-b5ec-f224d45695a6","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HQ13GBgDRBex9XyTpyoG1X","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a488f31a35a881e28 (internal ID - do not mention to user. Use SendMessage with to: 'a488f31a35a881e28', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a488f31a35a881e28.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"fa1b4cc1-c216-49e1-b362-b762b0de24a9","timestamp":"2026-07-07T11:32:18.019Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a488f31a35a881e28","description":"Branche-Recherche Charge 26","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_026.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_026.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a488f31a35a881e28.output","canReadOutputFile":true},"sourceToolAssistantUUID":"f3ca4afa-d5ec-47b5-b5ec-f224d45695a6","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"fa1b4cc1-c216-49e1-b362-b762b0de24a9","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01K7FprhMqiZVxFazDN53oWo","name":"Agent","input":{"description":"Branche-Recherche Charge 27","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_027.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_027.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"f3a0ef4a-0a1d-4f5e-b9fa-e5e33ec83083","timestamp":"2026-07-07T11:32:24.767Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f3a0ef4a-0a1d-4f5e-b9fa-e5e33ec83083","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01K7FprhMqiZVxFazDN53oWo","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: aaa1ec507fb577891 (internal ID - do not mention to user. Use SendMessage with to: 'aaa1ec507fb577891', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aaa1ec507fb577891.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"72983a4a-685c-4efe-9968-5f9496b5e54e","timestamp":"2026-07-07T11:32:24.772Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"aaa1ec507fb577891","description":"Branche-Recherche Charge 27","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_027.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_027.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aaa1ec507fb577891.output","canReadOutputFile":true},"sourceToolAssistantUUID":"f3a0ef4a-0a1d-4f5e-b9fa-e5e33ec83083","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"72983a4a-685c-4efe-9968-5f9496b5e54e","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01NCKtS2sN3dn2FuFTXb9szT","name":"Agent","input":{"description":"Branche-Recherche Charge 28","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_028.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_028.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"82090386-920d-4637-828a-193373fea35c","timestamp":"2026-07-07T11:32:30.399Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"82090386-920d-4637-828a-193373fea35c","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NCKtS2sN3dn2FuFTXb9szT","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a37890715de517cf1 (internal ID - do not mention to user. Use SendMessage with to: 'a37890715de517cf1', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37890715de517cf1.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"1dbb07af-0e8f-4cba-a591-49dfcf905464","timestamp":"2026-07-07T11:32:30.404Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a37890715de517cf1","description":"Branche-Recherche Charge 28","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_028.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_028.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37890715de517cf1.output","canReadOutputFile":true},"sourceToolAssistantUUID":"82090386-920d-4637-828a-193373fea35c","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"1dbb07af-0e8f-4cba-a591-49dfcf905464","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_011hD12XcQDhg29W9zoxH17F","name":"Agent","input":{"description":"Branche-Recherche Charge 29","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_029.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_029.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"af07d70f-d535-425a-b789-6f5b217bcc8c","timestamp":"2026-07-07T11:32:36.830Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"af07d70f-d535-425a-b789-6f5b217bcc8c","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011hD12XcQDhg29W9zoxH17F","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: aa1e044ab314ea48c (internal ID - do not mention to user. Use SendMessage with to: 'aa1e044ab314ea48c', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aa1e044ab314ea48c.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"af27faef-005e-4f4e-97c5-4cbbacc9aca1","timestamp":"2026-07-07T11:32:36.834Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"aa1e044ab314ea48c","description":"Branche-Recherche Charge 29","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_029.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_029.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aa1e044ab314ea48c.output","canReadOutputFile":true},"sourceToolAssistantUUID":"af07d70f-d535-425a-b789-6f5b217bcc8c","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"af27faef-005e-4f4e-97c5-4cbbacc9aca1","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JRgQpdYibS5wTvXg5L7UvK","name":"Agent","input":{"description":"Branche-Recherche Charge 30","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_030.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_030.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"0e11ed49-c295-48db-a7ee-8b873cc94fa8","timestamp":"2026-07-07T11:32:43.392Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0e11ed49-c295-48db-a7ee-8b873cc94fa8","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JRgQpdYibS5wTvXg5L7UvK","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a154d3217ef665de7 (internal ID - do not mention to user. Use SendMessage with to: 'a154d3217ef665de7', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a154d3217ef665de7.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"db894368-f093-48cd-95d5-d3c25bb25703","timestamp":"2026-07-07T11:32:43.396Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a154d3217ef665de7","description":"Branche-Recherche Charge 30","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_030.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_030.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a154d3217ef665de7.output","canReadOutputFile":true},"sourceToolAssistantUUID":"0e11ed49-c295-48db-a7ee-8b873cc94fa8","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"db894368-f093-48cd-95d5-d3c25bb25703","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01P2AM6Fuh1hUkxMtJKhJDZp","name":"Agent","input":{"description":"Branche-Recherche Charge 31","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_031.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_031.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"4df08020-4539-4835-9ef6-ddd16ad8c50b","timestamp":"2026-07-07T11:32:49.829Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"4df08020-4539-4835-9ef6-ddd16ad8c50b","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01P2AM6Fuh1hUkxMtJKhJDZp","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: ae2968c6d52a459d4 (internal ID - do not mention to user. Use SendMessage with to: 'ae2968c6d52a459d4', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae2968c6d52a459d4.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"572abc29-d89a-41c6-8d43-56b4e32d710a","timestamp":"2026-07-07T11:32:49.838Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"ae2968c6d52a459d4","description":"Branche-Recherche Charge 31","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_031.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_031.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae2968c6d52a459d4.output","canReadOutputFile":true},"sourceToolAssistantUUID":"4df08020-4539-4835-9ef6-ddd16ad8c50b","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"572abc29-d89a-41c6-8d43-56b4e32d710a","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EUafFiDSyXFmpBTbzVan9k","name":"Agent","input":{"description":"Branche-Recherche Charge 32","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_032.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_032.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"22ff55fd-7938-4a53-8ee6-6e5fbb956f1a","timestamp":"2026-07-07T11:32:55.829Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"22ff55fd-7938-4a53-8ee6-6e5fbb956f1a","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EUafFiDSyXFmpBTbzVan9k","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a37a742cd21ea6916 (internal ID - do not mention to user. Use SendMessage with to: 'a37a742cd21ea6916', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37a742cd21ea6916.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"cff14270-50e5-441f-9451-e93071f74d84","timestamp":"2026-07-07T11:32:55.832Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a37a742cd21ea6916","description":"Branche-Recherche Charge 32","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_032.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_032.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37a742cd21ea6916.output","canReadOutputFile":true},"sourceToolAssistantUUID":"22ff55fd-7938-4a53-8ee6-6e5fbb956f1a","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"cff14270-50e5-441f-9451-e93071f74d84","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcnczJmdbVuEjtUHHtwrm","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0169JU1xvwM19DseWTfdiZYL","name":"Agent","input":{"description":"Branche-Recherche Charge 33","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_033.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_033.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1207,"cache_read_input_tokens":198047,"output_tokens":16785,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1207,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":16785,"cache_read_input_tokens":198047,"cache_creation_input_tokens":1207,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1207},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcnczFpH6mGAYBquTKh6G","type":"assistant","uuid":"73fa4209-c7a9-45fa-8955-aa3e8aeba7ef","timestamp":"2026-07-07T11:33:01.981Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"73fa4209-c7a9-45fa-8955-aa3e8aeba7ef","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0169JU1xvwM19DseWTfdiZYL","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: ad9b77f5099634ae1 (internal ID - do not mention to user. Use SendMessage with to: 'ad9b77f5099634ae1', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad9b77f5099634ae1.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"4112f4dd-b908-42df-881b-8b39125bf82d","timestamp":"2026-07-07T11:33:01.987Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"ad9b77f5099634ae1","description":"Branche-Recherche Charge 33","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_033.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_033.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad9b77f5099634ae1.output","canReadOutputFile":true},"sourceToolAssistantUUID":"73fa4209-c7a9-45fa-8955-aa3e8aeba7ef","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"4112f4dd-b908-42df-881b-8b39125bf82d","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a8047471b1a132008</task-id>\n<tool-use-id>toolu_011fKEbpzYsv6ZSRPs8wwNkG</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a8047471b1a132008.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 2\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71079</subagent_tokens><tool_uses>29</tool_uses><duration_ms>315931</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:31:22.884Z"},"type":"attachment","uuid":"48c28e7d-21a0-4376-adf4-e1e67c6fc5ad","timestamp":"2026-07-07T11:31:22.884Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"48c28e7d-21a0-4376-adf4-e1e67c6fc5ad","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ae3cfe5cf346e1b34</task-id>\n<tool-use-id>toolu_01UvhLV6G3ZWR86opQwAKzUc</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae3cfe5cf346e1b34.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 8\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71439</subagent_tokens><tool_uses>28</tool_uses><duration_ms>287777</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:31:32.379Z"},"type":"attachment","uuid":"9c56879e-fe16-466f-b2b4-68104bd9cff1","timestamp":"2026-07-07T11:31:32.379Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9c56879e-fe16-466f-b2b4-68104bd9cff1","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ac83f8ca62348023c</task-id>\n<tool-use-id>toolu_01FVfGGxRUsN5AjWpDL17huq</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ac83f8ca62348023c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 7\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71659</subagent_tokens><tool_uses>29</tool_uses><duration_ms>299321</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:31:37.423Z"},"type":"attachment","uuid":"14de8a68-0426-48d1-b9f1-9a6168e8afe9","timestamp":"2026-07-07T11:31:37.423Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"14de8a68-0426-48d1-b9f1-9a6168e8afe9","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ab6d2efdf771cf9af</task-id>\n<tool-use-id>toolu_01QRCEprbWdoNYd3WLU56Aa5</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ab6d2efdf771cf9af.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 6\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>70355</subagent_tokens><tool_uses>28</tool_uses><duration_ms>308684</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:31:40.857Z"},"type":"attachment","uuid":"05a213bc-a833-4d63-ba05-2e1970889c5a","timestamp":"2026-07-07T11:31:40.857Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"05a213bc-a833-4d63-ba05-2e1970889c5a","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a49af49dc7a038cad</task-id>\n<tool-use-id>toolu_01KV7D8ttNomD5zyLqT5WmUx</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49af49dc7a038cad.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 4\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>77331</subagent_tokens><tool_uses>31</tool_uses><duration_ms>333641</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:31:52.784Z"},"type":"attachment","uuid":"44f52f08-f866-424e-99db-c4f67cd5ee26","timestamp":"2026-07-07T11:31:52.784Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"44f52f08-f866-424e-99db-c4f67cd5ee26","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a6681258ee097079e</task-id>\n<tool-use-id>toolu_01XScxuKRPrZrp6WAxBRvzQm</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6681258ee097079e.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 12\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>68950</subagent_tokens><tool_uses>28</tool_uses><duration_ms>292791</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:32:02.890Z"},"type":"attachment","uuid":"a2750529-e8d0-4cad-9294-972ec5c52ddb","timestamp":"2026-07-07T11:32:02.890Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"a2750529-e8d0-4cad-9294-972ec5c52ddb","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a8c64854947ada3a6</task-id>\n<tool-use-id>toolu_0148fApWpAcqLGY9o9kBb4sg</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a8c64854947ada3a6.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 5\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>75930</subagent_tokens><tool_uses>30</tool_uses><duration_ms>344788</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:32:10.385Z"},"type":"attachment","uuid":"0e45a68c-4133-43ad-b3d2-08bcc429d259","timestamp":"2026-07-07T11:32:10.385Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"854d8ebe-0553-44da-99c0-34e1a072f351","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Lx3iTW3qvhey9UjJ4UGmXt","name":"Agent","input":{"description":"Branche-Recherche Charge 37","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_037.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_037.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"c6f29061-afd7-437b-a8de-5ee2bae19c66","timestamp":"2026-07-07T11:33:36.968Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"7aa5b130-92b2-4238-9b95-19f58bc201ce","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019EcKJBFN427MVMZwB4ozta","name":"Agent","input":{"description":"Branche-Recherche Charge 38","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_038.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_038.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"2a8d7c67-4e8a-4d7d-9866-0aad43f5c3f0","timestamp":"2026-07-07T11:33:43.464Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"dd9814b7-3d18-47ab-9484-2dbc347f1d36","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017BRJ1BCyH3xfrdmLfMSED3","name":"Agent","input":{"description":"Branche-Recherche Charge 40","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_040.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_040.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"3a717032-2b7d-4293-89d2-9d88e86b57fc","timestamp":"2026-07-07T11:33:56.141Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"3a717032-2b7d-4293-89d2-9d88e86b57fc","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017BRJ1BCyH3xfrdmLfMSED3","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a6211da9ab879162e (internal ID - do not mention to user. Use SendMessage with to: 'a6211da9ab879162e', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6211da9ab879162e.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"17698348-48e8-4fcf-9646-3d9d30be9c05","timestamp":"2026-07-07T11:33:56.146Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a6211da9ab879162e","description":"Branche-Recherche Charge 40","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_040.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_040.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6211da9ab879162e.output","canReadOutputFile":true},"sourceToolAssistantUUID":"3a717032-2b7d-4293-89d2-9d88e86b57fc","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"17698348-48e8-4fcf-9646-3d9d30be9c05","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VRad4avcQNZZh9rGsA2BqK","name":"Agent","input":{"description":"Branche-Recherche Charge 41","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_041.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_041.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"b8c5149b-4691-4aff-adcb-1f01303fd276","timestamp":"2026-07-07T11:34:02.470Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"f5bc147d-c26d-4a99-81ef-a422777dbef4","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MfRViE3xYpWM36xfginZfH","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a24f27e5818f1d9cb (internal ID - do not mention to user. Use SendMessage with to: 'a24f27e5818f1d9cb', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a24f27e5818f1d9cb.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"d723f775-a949-4652-95d4-108d8cfd5f0e","timestamp":"2026-07-07T11:34:09.040Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a24f27e5818f1d9cb","description":"Branche-Recherche Charge 42","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_042.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_042.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a24f27e5818f1d9cb.output","canReadOutputFile":true},"sourceToolAssistantUUID":"f5bc147d-c26d-4a99-81ef-a422777dbef4","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"d723f775-a949-4652-95d4-108d8cfd5f0e","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01RhMXM2hSGEcyWEraXuKDCR","name":"Agent","input":{"description":"Branche-Recherche Charge 43","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_043.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_043.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"2c1016e1-afe7-4bd4-933b-1287fd06f41e","timestamp":"2026-07-07T11:34:15.006Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"2c1016e1-afe7-4bd4-933b-1287fd06f41e","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RhMXM2hSGEcyWEraXuKDCR","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: abdef9749e8958523 (internal ID - do not mention to user. Use SendMessage with to: 'abdef9749e8958523', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/abdef9749e8958523.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"c084c3c0-0044-445d-b518-908652df745d","timestamp":"2026-07-07T11:34:15.014Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"abdef9749e8958523","description":"Branche-Recherche Charge 43","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_043.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_043.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/abdef9749e8958523.output","canReadOutputFile":true},"sourceToolAssistantUUID":"2c1016e1-afe7-4bd4-933b-1287fd06f41e","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"c084c3c0-0044-445d-b518-908652df745d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0145UafM1m1pYhiHy672NuUN","name":"Agent","input":{"description":"Branche-Recherche Charge 44","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_044.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_044.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"a74e400b-ae5c-40e5-94c7-59bf7a07ef8a","timestamp":"2026-07-07T11:34:25.879Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"a74e400b-ae5c-40e5-94c7-59bf7a07ef8a","isSidechain":false,"promptId":"a30f0c37-73cf-4258-8836-4cf89f9c124f","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0145UafM1m1pYhiHy672NuUN","type":"tool_result","content":[{"type":"text","text":"Async agent launched successfully. (This tool result is internal metadata — never quote or paste any part of it, including the agentId below, into a user-facing reply.)\nagentId: a49deec0d08aa9c1f (internal ID - do not mention to user. Use SendMessage with to: 'a49deec0d08aa9c1f', summary: '<5-10 word recap>' to continue this agent.)\nThe agent is working in the background. You will be notified automatically when it completes.\nDo not duplicate this agent's work — avoid working with the same files or topics it is using.\noutput_file: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49deec0d08aa9c1f.output\nDo NOT Read or tail this file via the shell tool — it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification."}]}]},"uuid":"53190a62-db00-44b3-bcb3-d8f8c1844f33","timestamp":"2026-07-07T11:34:25.885Z","toolUseResult":{"isAsync":true,"status":"async_launched","agentId":"a49deec0d08aa9c1f","description":"Branche-Recherche Charge 44","resolvedModel":"claude-opus-4-8[1m]","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_044.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_044.json. Finale Nachricht: nur die Anzahl.","outputFile":"/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49deec0d08aa9c1f.output","canReadOutputFile":true},"sourceToolAssistantUUID":"a74e400b-ae5c-40e5-94c7-59bf7a07ef8a","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"53190a62-db00-44b3-bcb3-d8f8c1844f33","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01KLTVbp1fyRtegVx4Q3sm9h","name":"Agent","input":{"description":"Branche-Recherche Charge 45","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_045.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_045.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"9e64bd69-5b77-4b52-b55f-53b759fb143c","timestamp":"2026-07-07T11:34:27.985Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"e122f5dd-85cd-4084-9b63-72c1b2755eff","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01F2mzoFbKkvB2GvuGoQkJu5","name":"Agent","input":{"description":"Branche-Recherche Charge 46","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_046.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_046.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"becef24a-fd64-4196-b5d1-30afd1ba8ee0","timestamp":"2026-07-07T11:34:34.233Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"d8871c3c-7af3-48d7-ada5-98b038b847fe","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Egxg7NzjEykk1b1nbsU74B","name":"Agent","input":{"description":"Branche-Recherche Charge 47","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_047.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_047.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"36e98d60-4be4-4629-a4c1-d7cdc5aec2ee","timestamp":"2026-07-07T11:34:40.474Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"e35682d5-39ab-4cf7-8001-446411eba0f4","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018y1TGP8Cnhc2ZqqRDGVAEJ","name":"Agent","input":{"description":"Branche-Recherche Charge 51","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_051.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_051.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"7ab3c477-29e6-4865-9f50-e059fe80cff7","timestamp":"2026-07-07T11:35:06.068Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"21849f93-d516-470e-ac8f-8a08e1148310","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndAeP7x5JWfPYv69aKC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015Gg85LXMriFj7Ww9KR8Fgo","name":"Agent","input":{"description":"Branche-Recherche Charge 52","prompt":"Reichere Kunden-Firmendaten per WebSearch an. Lies das Kunden-Array aus /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_chunks/chunk_052.json\n\nFür JEDEN Kunden: WebSearch (Firmenname + Straße/PLZ + Land), bei gutem Treffer optional WebFetch. Erzeuge pro Kunde ein Record mit exakt diesen Keys: kunde_id (unverändert), branche_text, branche_nace, gewerk, segment, mitarbeiter_kl, umsatz_kl, gruendungsjahr, rechtsform, website, ort, bundesland, hr_nummer, konfidenz, bestaetigt, quelle_primaer, belege.\ngewerk genau einer: Kfz | SHK/HLK | Bau-Dach | Elektro | Holz-Zimmerei | Fördertechnik | Industrie | Handel | öffentlich | Sonstige. segment genau einer: Handwerk | Industrie | Flotte | öffentlich.\nRegeln: branche_text in Landessprache/DE; unbekannte Felder null, nichts erfinden; konfidenz 0..1; bestaetigt=1 nur bei eindeutigem Register-/Adresstreffer, sonst 0; mitarbeiter_kl als Klasse (\"1-9\",\"10-49\",\"50-249\",\"250+\") oder null; quelle_primaer=Domain; belege=1-3 Sätze mit Quell-URLs; ~1-2 Suchen pro Kunde.\nSchreibe das JSON-Array (nur Records, gültiges JSON) mit Write nach /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out/out_052.json. Finale Nachricht: nur die Anzahl.","subagent_type":"general-purpose"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":4577,"cache_creation_input_tokens":201277,"cache_read_input_tokens":21940,"output_tokens":16566,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":201277,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":4577,"output_tokens":16566,"cache_read_input_tokens":21940,"cache_creation_input_tokens":201277,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":201277},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndAbdfuEXAV86hJscw6","type":"assistant","uuid":"623f2587-ca24-438d-afef-59d4bc1e53d8","timestamp":"2026-07-07T11:35:12.525Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"parentUuid":"774fd86b-298b-424e-b34b-da373e23082b","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndLqwB8A9tob7XVdMio","type":"message","role":"assistant","content":[{"type":"text","text":"Alle 54 Chargen sind jetzt gestartet (000–053), die letzte Welle läuft. Chargen 002–013 sind bereits fertig (je ~25 Records, keine Ausfälle), der Rest arbeitet über die Private-Auth.\n\nSobald alle durch sind, führe ich zusammen:\n1. `out_*.json` → an `branche.jsonl` anhängen (die 50 aus Pilot/Wave sind schon drin)\n2. `--pack` → `result_000.json`\n3. alte `enrichment/result_*.json` beiseite, `enrich_load.py --src enrichment_neu` → `kunde_firmendaten` + `web_cache`\n\nDann hat der Kundenstamm Branche/Gewerk/Segment und die Vorschlagsengine die Branche als Dimension zurück. Ich melde mich, wenn alle Chargen fertig sind und die DB geladen ist."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":131,"cache_creation_input_tokens":229570,"cache_read_input_tokens":21940,"output_tokens":633,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":229570,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":131,"output_tokens":633,"cache_read_input_tokens":21940,"cache_creation_input_tokens":229570,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":229570},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndLnJtVSboMmLe8jium","type":"assistant","uuid":"7e48e6f9-e36f-4176-96fd-37bce29cc51b","timestamp":"2026-07-07T11:35:35.419Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:36:36.054Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a0f2be7475f6d96ce</task-id>\n<tool-use-id>toolu_015UyazVLUefrTdJCKsbSgmt</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0f2be7475f6d96ce.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 20\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71741</subagent_tokens><tool_uses>27</tool_uses><duration_ms>296207</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:36:39.948Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a7c931c41c71d034e</task-id>\n<tool-use-id>toolu_019iP2LwU1VpLE6TBjSvg9Qv</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7c931c41c71d034e.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 24\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>67310</subagent_tokens><tool_uses>28</tool_uses><duration_ms>275111</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:36:41.161Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a4c8f3ca835d46d9c</task-id>\n<tool-use-id>toolu_012RRpFyTfJc6TX9SaWrt6bb</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4c8f3ca835d46d9c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 18\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69756</subagent_tokens><tool_uses>28</tool_uses><duration_ms>314334</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:36:58.306Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aaa1ec507fb577891</task-id>\n<tool-use-id>toolu_01K7FprhMqiZVxFazDN53oWo</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aaa1ec507fb577891.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 27\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>65449</subagent_tokens><tool_uses>25</tool_uses><duration_ms>273538</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:07.684Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>af2e27cce6610aed2</task-id>\n<tool-use-id>toolu_01JqMk1qExZ9fQ1vrKM3gQ5x</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/af2e27cce6610aed2.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 25\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>69551</subagent_tokens><tool_uses>29</tool_uses><duration_ms>296313</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:10.489Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a145cf4c75acc501b</task-id>\n<tool-use-id>toolu_012jZiqsK8gqwy3vunJWqGvk</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a145cf4c75acc501b.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 23\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>76506</subagent_tokens><tool_uses>31</tool_uses><duration_ms>311651</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:10.811Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aeb3d2e7948d3f99a</task-id>\n<tool-use-id>toolu_01DnKjGGooQfdLot1H1Rm6ZL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aeb3d2e7948d3f99a.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 14\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>73660</subagent_tokens><tool_uses>28</tool_uses><duration_ms>369485</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:12.646Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a23983470d43f5fda</task-id>\n<tool-use-id>toolu_01DJVuPJxUWWBKG9oFT6aGED</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a23983470d43f5fda.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 21\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71274</subagent_tokens><tool_uses>27</tool_uses><duration_ms>326813</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:27.015Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a2dac7c71c59b7b32</task-id>\n<tool-use-id>toolu_01KaVdpgcsHxUd1HDP6SF7fV</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a2dac7c71c59b7b32.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 34\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68022</subagent_tokens><tool_uses>28</tool_uses><duration_ms>249053</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:30.026Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a154d3217ef665de7</task-id>\n<tool-use-id>toolu_01JRgQpdYibS5wTvXg5L7UvK</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a154d3217ef665de7.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 30\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69704</subagent_tokens><tool_uses>27</tool_uses><duration_ms>286632</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:32.618Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aeb0c38999f153237</task-id>\n<tool-use-id>toolu_01FAvwV63hhnSCFN2QHMGUvx</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aeb0c38999f153237.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 53\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>11</result>\n<usage><subagent_tokens>39522</subagent_tokens><tool_uses>14</tool_uses><duration_ms>133891</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:36.247Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aba44e041cfe227a9</task-id>\n<tool-use-id>toolu_01596tHj94AxaFnK6eHhB66p</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aba44e041cfe227a9.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 15\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>70979</subagent_tokens><tool_uses>27</tool_uses><duration_ms>388420</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:38.719Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a732233e5ac3e5a4c</task-id>\n<tool-use-id>toolu_013sVDsZSuphk2Q6D32X52ba</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a732233e5ac3e5a4c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 16\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>74287</subagent_tokens><tool_uses>28</tool_uses><duration_ms>384373</duration_ms></usage>\n</task-notification>"}
{"type":"last-prompt","lastPrompt":"mach weiter","leafUuid":"5fe9439f-9b91-4ec0-8beb-71c5c28ca35b","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:49.672Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a488f31a35a881e28</task-id>\n<tool-use-id>toolu_01HQ13GBgDRBex9XyTpyoG1X</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a488f31a35a881e28.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 26\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>74970</subagent_tokens><tool_uses>28</tool_uses><duration_ms>331655</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:54.978Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a37890715de517cf1</task-id>\n<tool-use-id>toolu_01NCKtS2sN3dn2FuFTXb9szT</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37890715de517cf1.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 28\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69101</subagent_tokens><tool_uses>27</tool_uses><duration_ms>324577</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:37:58.699Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aa1e044ab314ea48c</task-id>\n<tool-use-id>toolu_011hD12XcQDhg29W9zoxH17F</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aa1e044ab314ea48c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 29\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68913</subagent_tokens><tool_uses>29</tool_uses><duration_ms>321867</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:18.083Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a214070438999466b</task-id>\n<tool-use-id>toolu_01UY7msQa2Jbenkv1MkTGSsr</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a214070438999466b.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 36\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>70534</subagent_tokens><tool_uses>28</tool_uses><duration_ms>287358</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:29.155Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>ae2968c6d52a459d4</task-id>\n<tool-use-id>toolu_01P2AM6Fuh1hUkxMtJKhJDZp</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae2968c6d52a459d4.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 31\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>76464</subagent_tokens><tool_uses>31</tool_uses><duration_ms>339325</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:33.614Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a94cae961755b5ba2</task-id>\n<tool-use-id>toolu_019EcKJBFN427MVMZwB4ozta</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a94cae961755b5ba2.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 38\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>70672</subagent_tokens><tool_uses>28</tool_uses><duration_ms>290146</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:33.967Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a88a584162a93f481</task-id>\n<tool-use-id>toolu_01Lx3iTW3qvhey9UjJ4UGmXt</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a88a584162a93f481.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 37\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69157</subagent_tokens><tool_uses>28</tool_uses><duration_ms>296997</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:41.651Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>ad9b77f5099634ae1</task-id>\n<tool-use-id>toolu_0169JU1xvwM19DseWTfdiZYL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad9b77f5099634ae1.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 33\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>70405</subagent_tokens><tool_uses>29</tool_uses><duration_ms>339667</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:54.822Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a91ef4edca66e892e</task-id>\n<tool-use-id>toolu_01A4pNYHBaQVmjDKQTJL4aYT</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a91ef4edca66e892e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 22\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:55.744Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a49deec0d08aa9c1f</task-id>\n<tool-use-id>toolu_0145UafM1m1pYhiHy672NuUN</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49deec0d08aa9c1f.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 44\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68433</subagent_tokens><tool_uses>28</tool_uses><duration_ms>269862</duration_ms></usage>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:38:58.410Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a37a742cd21ea6916</task-id>\n<tool-use-id>toolu_01EUafFiDSyXFmpBTbzVan9k</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37a742cd21ea6916.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 32\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All researched. Writing output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:00.650Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a7db1a7bbe54f8933</task-id>\n<tool-use-id>toolu_01KLTVbp1fyRtegVx4Q3sm9h</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7db1a7bbe54f8933.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 45\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:06.291Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>ad63a99e6cb8e53fd</task-id>\n<tool-use-id>toolu_01VRad4avcQNZZh9rGsA2BqK</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad63a99e6cb8e53fd.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 41\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:07.406Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>aca5a8a85617cfc52</task-id>\n<tool-use-id>toolu_01Txee53y3SjLWwyBVCB4qiL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aca5a8a85617cfc52.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 39\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 customers researched. Now writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:07.765Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a4b8c7a57c646b6d8</task-id>\n<tool-use-id>toolu_01Rx5rvePuSrh5oAk12npjsV</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4b8c7a57c646b6d8.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 35\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All customers researched. Writing the output file.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:20.387Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a80ef9441d58329eb</task-id>\n<tool-use-id>toolu_015Gg85LXMriFj7Ww9KR8Fgo</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a80ef9441d58329eb.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 52\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:44.840Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a6211da9ab879162e</task-id>\n<tool-use-id>toolu_017BRJ1BCyH3xfrdmLfMSED3</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6211da9ab879162e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 40\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing the output file.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:39:48.760Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a82d03ca72dee9218</task-id>\n<tool-use-id>toolu_01Egxg7NzjEykk1b1nbsU74B</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a82d03ca72dee9218.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 47\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"}
{"parentUuid":"db1af232-a77f-4562-a4d6-9b3495aea2ab","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndSJsJcBtpNysYcV6qF","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":412,"cache_creation_input_tokens":607,"cache_read_input_tokens":253265,"output_tokens":521,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":607},"inference_geo":"not_available","iterations":[{"input_tokens":412,"output_tokens":521,"cache_read_input_tokens":253265,"cache_creation_input_tokens":607,"cache_creation":{"ephemeral_5m_input_tokens":607,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndSHLHPdp6cj8Fk2c9C","type":"assistant","uuid":"cafab536-1148-4a32-a6f0-8aec199aaa69","timestamp":"2026-07-07T11:36:40.071Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"cafab536-1148-4a32-a6f0-8aec199aaa69","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndSJsJcBtpNysYcV6qF","type":"message","role":"assistant","content":[{"type":"text","text":"17 von 54 fertig. Ich warte, bis alle 54 Outputs geschrieben sind, und führe dann zusammen:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":412,"cache_creation_input_tokens":607,"cache_read_input_tokens":253265,"output_tokens":521,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":607},"inference_geo":"not_available","iterations":[{"input_tokens":412,"output_tokens":521,"cache_read_input_tokens":253265,"cache_creation_input_tokens":607,"cache_creation":{"ephemeral_5m_input_tokens":607,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndSHLHPdp6cj8Fk2c9C","type":"assistant","uuid":"b02b7184-44b1-404e-84aa-ac9f611fea7d","timestamp":"2026-07-07T11:36:40.576Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b02b7184-44b1-404e-84aa-ac9f611fea7d","isSidechain":false,"message":{"model":"claude-opus-4-8","id":"msg_011CcndSJsJcBtpNysYcV6qF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017obNJNt3jD5RaF5USGzgXD","name":"Bash","input":{"command":"OUT=/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/scratchpad/branche_out\nuntil [ \"$(ls $OUT/*.json 2>/dev/null | wc -l | tr -d ' ')\" -ge 54 ]; do sleep 15; done\necho \"alle 54 Outputs da:\"; ls $OUT/*.json | wc -l","description":"Warten bis alle 54 Outputs geschrieben","run_in_background":true},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":412,"cache_creation_input_tokens":607,"cache_read_input_tokens":253265,"output_tokens":521,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":607},"inference_geo":"not_available","iterations":[{"input_tokens":412,"output_tokens":521,"cache_read_input_tokens":253265,"cache_creation_input_tokens":607,"cache_creation":{"ephemeral_5m_input_tokens":607,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CcndSHLHPdp6cj8Fk2c9C","type":"assistant","uuid":"90c397a6-c72c-4a79-91a0-d1eec7175e37","timestamp":"2026-07-07T11:36:42.867Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"90c397a6-c72c-4a79-91a0-d1eec7175e37","isSidechain":false,"promptId":"f929f325-9d52-4a27-8dab-ef4388cac565","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017obNJNt3jD5RaF5USGzgXD","type":"tool_result","content":"Command running in background with ID: b6v789gc9. Output is being written to: /private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/b6v789gc9.output. You will be notified when it completes. To check interim output, use Read on that file path.","is_error":false}]},"uuid":"bcc036f0-d9bc-4018-93ac-371a40d92fbc","timestamp":"2026-07-07T11:39:59.712Z","toolUseResult":{"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"b6v789gc9"},"sourceToolAssistantUUID":"90c397a6-c72c-4a79-91a0-d1eec7175e37","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
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{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
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{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"remove","timestamp":"2026-07-07T11:39:59.736Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"bcc036f0-d9bc-4018-93ac-371a40d92fbc","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a0f2be7475f6d96ce</task-id>\n<tool-use-id>toolu_015UyazVLUefrTdJCKsbSgmt</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0f2be7475f6d96ce.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 20\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71741</subagent_tokens><tool_uses>27</tool_uses><duration_ms>296207</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:36:36.054Z"},"type":"attachment","uuid":"58fed443-b6ae-4c25-b515-4a4d058cfde1","timestamp":"2026-07-07T11:36:36.054Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"58fed443-b6ae-4c25-b515-4a4d058cfde1","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a7c931c41c71d034e</task-id>\n<tool-use-id>toolu_019iP2LwU1VpLE6TBjSvg9Qv</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7c931c41c71d034e.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 24\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>67310</subagent_tokens><tool_uses>28</tool_uses><duration_ms>275111</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:36:39.948Z"},"type":"attachment","uuid":"0b86f42f-5758-405d-a091-801beb4e1dbc","timestamp":"2026-07-07T11:36:39.948Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0b86f42f-5758-405d-a091-801beb4e1dbc","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a4c8f3ca835d46d9c</task-id>\n<tool-use-id>toolu_012RRpFyTfJc6TX9SaWrt6bb</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4c8f3ca835d46d9c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 18\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69756</subagent_tokens><tool_uses>28</tool_uses><duration_ms>314334</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:36:41.161Z"},"type":"attachment","uuid":"e9429d6b-cd0f-454e-be03-48d714b9087c","timestamp":"2026-07-07T11:36:41.161Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e9429d6b-cd0f-454e-be03-48d714b9087c","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aaa1ec507fb577891</task-id>\n<tool-use-id>toolu_01K7FprhMqiZVxFazDN53oWo</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aaa1ec507fb577891.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 27\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>65449</subagent_tokens><tool_uses>25</tool_uses><duration_ms>273538</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:36:58.306Z"},"type":"attachment","uuid":"bf1282fb-bf54-49ca-80b1-c9e134b94aed","timestamp":"2026-07-07T11:36:58.306Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"bf1282fb-bf54-49ca-80b1-c9e134b94aed","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>af2e27cce6610aed2</task-id>\n<tool-use-id>toolu_01JqMk1qExZ9fQ1vrKM3gQ5x</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/af2e27cce6610aed2.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 25\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>69551</subagent_tokens><tool_uses>29</tool_uses><duration_ms>296313</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:07.684Z"},"type":"attachment","uuid":"fe16e1e4-85c8-4d61-b3ae-7df634fc4041","timestamp":"2026-07-07T11:37:07.684Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"fe16e1e4-85c8-4d61-b3ae-7df634fc4041","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a145cf4c75acc501b</task-id>\n<tool-use-id>toolu_012jZiqsK8gqwy3vunJWqGvk</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a145cf4c75acc501b.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 23\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>76506</subagent_tokens><tool_uses>31</tool_uses><duration_ms>311651</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:10.489Z"},"type":"attachment","uuid":"f1ce7a65-a041-48ba-8beb-f5135994b8ca","timestamp":"2026-07-07T11:37:10.489Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f1ce7a65-a041-48ba-8beb-f5135994b8ca","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aeb3d2e7948d3f99a</task-id>\n<tool-use-id>toolu_01DnKjGGooQfdLot1H1Rm6ZL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aeb3d2e7948d3f99a.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 14\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>73660</subagent_tokens><tool_uses>28</tool_uses><duration_ms>369485</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:10.811Z"},"type":"attachment","uuid":"9e50f852-004b-4ced-9b83-7a76a92560fa","timestamp":"2026-07-07T11:37:10.811Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9e50f852-004b-4ced-9b83-7a76a92560fa","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a23983470d43f5fda</task-id>\n<tool-use-id>toolu_01DJVuPJxUWWBKG9oFT6aGED</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a23983470d43f5fda.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 21\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>71274</subagent_tokens><tool_uses>27</tool_uses><duration_ms>326813</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:12.646Z"},"type":"attachment","uuid":"b38f0e3b-3a9b-4a4e-8990-c96d9360c3ab","timestamp":"2026-07-07T11:37:12.646Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b38f0e3b-3a9b-4a4e-8990-c96d9360c3ab","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a2dac7c71c59b7b32</task-id>\n<tool-use-id>toolu_01KaVdpgcsHxUd1HDP6SF7fV</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a2dac7c71c59b7b32.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 34\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68022</subagent_tokens><tool_uses>28</tool_uses><duration_ms>249053</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:27.014Z"},"type":"attachment","uuid":"12fe5fb1-4552-4682-9dda-c6100a76f50f","timestamp":"2026-07-07T11:37:27.014Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"12fe5fb1-4552-4682-9dda-c6100a76f50f","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a154d3217ef665de7</task-id>\n<tool-use-id>toolu_01JRgQpdYibS5wTvXg5L7UvK</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a154d3217ef665de7.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 30\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69704</subagent_tokens><tool_uses>27</tool_uses><duration_ms>286632</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:30.026Z"},"type":"attachment","uuid":"f9cfa5c2-8de3-4efd-8e69-ddee87e7d5eb","timestamp":"2026-07-07T11:37:30.026Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f9cfa5c2-8de3-4efd-8e69-ddee87e7d5eb","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aeb0c38999f153237</task-id>\n<tool-use-id>toolu_01FAvwV63hhnSCFN2QHMGUvx</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aeb0c38999f153237.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 53\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>11</result>\n<usage><subagent_tokens>39522</subagent_tokens><tool_uses>14</tool_uses><duration_ms>133891</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:32.618Z"},"type":"attachment","uuid":"fd84edc2-61b8-49c8-8ae5-4767a1827114","timestamp":"2026-07-07T11:37:32.618Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"fd84edc2-61b8-49c8-8ae5-4767a1827114","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aba44e041cfe227a9</task-id>\n<tool-use-id>toolu_01596tHj94AxaFnK6eHhB66p</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aba44e041cfe227a9.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 15\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>70979</subagent_tokens><tool_uses>27</tool_uses><duration_ms>388420</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:36.247Z"},"type":"attachment","uuid":"63442627-a242-4af9-a7f1-b7906d1e322a","timestamp":"2026-07-07T11:37:36.247Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"63442627-a242-4af9-a7f1-b7906d1e322a","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a732233e5ac3e5a4c</task-id>\n<tool-use-id>toolu_013sVDsZSuphk2Q6D32X52ba</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a732233e5ac3e5a4c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 16\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>74287</subagent_tokens><tool_uses>28</tool_uses><duration_ms>384373</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:38.719Z"},"type":"attachment","uuid":"57ab254c-c186-4cc2-8a3a-d5efe10c3992","timestamp":"2026-07-07T11:37:38.719Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"57ab254c-c186-4cc2-8a3a-d5efe10c3992","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a488f31a35a881e28</task-id>\n<tool-use-id>toolu_01HQ13GBgDRBex9XyTpyoG1X</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a488f31a35a881e28.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 26\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>74970</subagent_tokens><tool_uses>28</tool_uses><duration_ms>331655</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:49.672Z"},"type":"attachment","uuid":"814f8f68-9093-4cff-bd3e-7562d02262c2","timestamp":"2026-07-07T11:37:49.672Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"814f8f68-9093-4cff-bd3e-7562d02262c2","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a37890715de517cf1</task-id>\n<tool-use-id>toolu_01NCKtS2sN3dn2FuFTXb9szT</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37890715de517cf1.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 28\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69101</subagent_tokens><tool_uses>27</tool_uses><duration_ms>324577</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:54.977Z"},"type":"attachment","uuid":"a8204132-57ce-4756-b5a0-d0f1c1c81a2e","timestamp":"2026-07-07T11:37:54.977Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"a8204132-57ce-4756-b5a0-d0f1c1c81a2e","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aa1e044ab314ea48c</task-id>\n<tool-use-id>toolu_011hD12XcQDhg29W9zoxH17F</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aa1e044ab314ea48c.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 29\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68913</subagent_tokens><tool_uses>29</tool_uses><duration_ms>321867</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:37:58.699Z"},"type":"attachment","uuid":"47cceb6f-cd2d-49ac-a11e-ade2e9464c39","timestamp":"2026-07-07T11:37:58.699Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"47cceb6f-cd2d-49ac-a11e-ade2e9464c39","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a214070438999466b</task-id>\n<tool-use-id>toolu_01UY7msQa2Jbenkv1MkTGSsr</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a214070438999466b.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 36\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>70534</subagent_tokens><tool_uses>28</tool_uses><duration_ms>287358</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:18.083Z"},"type":"attachment","uuid":"9131daa9-aaff-486c-bbab-2cbf67434510","timestamp":"2026-07-07T11:38:18.083Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9131daa9-aaff-486c-bbab-2cbf67434510","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ae2968c6d52a459d4</task-id>\n<tool-use-id>toolu_01P2AM6Fuh1hUkxMtJKhJDZp</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae2968c6d52a459d4.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 31\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>76464</subagent_tokens><tool_uses>31</tool_uses><duration_ms>339325</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:29.155Z"},"type":"attachment","uuid":"911f0e42-0f10-40da-9915-afdcd3058eb2","timestamp":"2026-07-07T11:38:29.155Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"911f0e42-0f10-40da-9915-afdcd3058eb2","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a94cae961755b5ba2</task-id>\n<tool-use-id>toolu_019EcKJBFN427MVMZwB4ozta</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a94cae961755b5ba2.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 38\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>70672</subagent_tokens><tool_uses>28</tool_uses><duration_ms>290146</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:33.614Z"},"type":"attachment","uuid":"9c1bb555-fccc-4834-8833-a3a241e4de32","timestamp":"2026-07-07T11:38:33.614Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9c1bb555-fccc-4834-8833-a3a241e4de32","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a88a584162a93f481</task-id>\n<tool-use-id>toolu_01Lx3iTW3qvhey9UjJ4UGmXt</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a88a584162a93f481.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 37\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>69157</subagent_tokens><tool_uses>28</tool_uses><duration_ms>296997</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:33.967Z"},"type":"attachment","uuid":"b464ccb4-84ca-4d82-9d5d-cd40e7e44e3e","timestamp":"2026-07-07T11:38:33.967Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"b464ccb4-84ca-4d82-9d5d-cd40e7e44e3e","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ad9b77f5099634ae1</task-id>\n<tool-use-id>toolu_0169JU1xvwM19DseWTfdiZYL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad9b77f5099634ae1.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 33\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>24</result>\n<usage><subagent_tokens>70405</subagent_tokens><tool_uses>29</tool_uses><duration_ms>339667</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:41.651Z"},"type":"attachment","uuid":"95051c91-7bde-4832-9158-89a0e630673f","timestamp":"2026-07-07T11:38:41.651Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"95051c91-7bde-4832-9158-89a0e630673f","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a91ef4edca66e892e</task-id>\n<tool-use-id>toolu_01A4pNYHBaQVmjDKQTJL4aYT</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a91ef4edca66e892e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 22\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing the output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:54.822Z"},"type":"attachment","uuid":"90a3e9ab-e450-4870-aece-8d4540fabcf4","timestamp":"2026-07-07T11:38:54.822Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"90a3e9ab-e450-4870-aece-8d4540fabcf4","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a49deec0d08aa9c1f</task-id>\n<tool-use-id>toolu_0145UafM1m1pYhiHy672NuUN</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a49deec0d08aa9c1f.output</output-file>\n<status>completed</status>\n<summary>Agent \"Branche-Recherche Charge 44\" finished</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>25</result>\n<usage><subagent_tokens>68433</subagent_tokens><tool_uses>28</tool_uses><duration_ms>269862</duration_ms></usage>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:55.744Z"},"type":"attachment","uuid":"c9c5c775-5eb6-48f7-a60f-f4bde5734f4b","timestamp":"2026-07-07T11:38:55.744Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"c9c5c775-5eb6-48f7-a60f-f4bde5734f4b","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a37a742cd21ea6916</task-id>\n<tool-use-id>toolu_01EUafFiDSyXFmpBTbzVan9k</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a37a742cd21ea6916.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 32\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All researched. Writing output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:38:58.410Z"},"type":"attachment","uuid":"9930e1ba-7eea-458f-88d5-73fca51d3ab7","timestamp":"2026-07-07T11:38:58.410Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"9930e1ba-7eea-458f-88d5-73fca51d3ab7","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a7db1a7bbe54f8933</task-id>\n<tool-use-id>toolu_01KLTVbp1fyRtegVx4Q3sm9h</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a7db1a7bbe54f8933.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 45\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:00.650Z"},"type":"attachment","uuid":"cde4b5b3-2941-4b83-a041-1efb75ac5594","timestamp":"2026-07-07T11:39:00.650Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"cde4b5b3-2941-4b83-a041-1efb75ac5594","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>ad63a99e6cb8e53fd</task-id>\n<tool-use-id>toolu_01VRad4avcQNZZh9rGsA2BqK</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ad63a99e6cb8e53fd.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 41\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:06.291Z"},"type":"attachment","uuid":"0b0bba98-9b60-4fbd-8acb-e1a4c1e158f2","timestamp":"2026-07-07T11:39:06.291Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0b0bba98-9b60-4fbd-8acb-e1a4c1e158f2","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>aca5a8a85617cfc52</task-id>\n<tool-use-id>toolu_01Txee53y3SjLWwyBVCB4qiL</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/aca5a8a85617cfc52.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 39\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 customers researched. Now writing the output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:07.406Z"},"type":"attachment","uuid":"e4850122-1fe2-475a-8c5f-0769b713280a","timestamp":"2026-07-07T11:39:07.406Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e4850122-1fe2-475a-8c5f-0769b713280a","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a4b8c7a57c646b6d8</task-id>\n<tool-use-id>toolu_01Rx5rvePuSrh5oAk12npjsV</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a4b8c7a57c646b6d8.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 35\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All customers researched. Writing the output file.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:07.765Z"},"type":"attachment","uuid":"7545194b-fea1-4c15-8b89-6e22790dbe9e","timestamp":"2026-07-07T11:39:07.765Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"7545194b-fea1-4c15-8b89-6e22790dbe9e","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a80ef9441d58329eb</task-id>\n<tool-use-id>toolu_015Gg85LXMriFj7Ww9KR8Fgo</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a80ef9441d58329eb.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 52\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:20.387Z"},"type":"attachment","uuid":"d575ddbc-ab1c-4195-8b4a-a4e7823e9a7e","timestamp":"2026-07-07T11:39:20.387Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"d575ddbc-ab1c-4195-8b4a-a4e7823e9a7e","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a6211da9ab879162e</task-id>\n<tool-use-id>toolu_017BRJ1BCyH3xfrdmLfMSED3</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a6211da9ab879162e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 40\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing the output file.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:44.840Z"},"type":"attachment","uuid":"1e5a43b0-e48f-4b67-9fe2-810b385c31b1","timestamp":"2026-07-07T11:39:44.840Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"1e5a43b0-e48f-4b67-9fe2-810b385c31b1","isSidechain":false,"attachment":{"type":"queued_command","prompt":"<task-notification>\n<task-id>a82d03ca72dee9218</task-id>\n<tool-use-id>toolu_01Egxg7NzjEykk1b1nbsU74B</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a82d03ca72dee9218.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 47\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>","commandMode":"task-notification","timestamp":"2026-07-07T11:39:48.760Z"},"type":"attachment","uuid":"43d39400-c62e-41fe-8a1d-651e245a8ead","timestamp":"2026-07-07T11:39:48.760Z","session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"last-prompt","lastPrompt":"mach weiter","leafUuid":"bcc036f0-d9bc-4018-93ac-371a40d92fbc","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"ai-title","aiTitle":"Überprüfe 7Zip archiv im Claude ordner","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"mode","mode":"normal","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"permission-mode","permissionMode":"default","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:00.015Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a0e30515f4084e604</task-id>\n<tool-use-id>toolu_018r7CoKXEywYUyEp7VyEKCh</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0e30515f4084e604.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 50\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:00.269Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:00.275Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"/rate-limit-options"}
{"parentUuid":"43d39400-c62e-41fe-8a1d-651e245a8ead","isSidechain":false,"type":"assistant","uuid":"0bd0ad58-4292-4514-8136-71f5b19f8a08","timestamp":"2026-07-07T11:40:00.254Z","message":{"id":"6b282af3-3d8e-4d4c-9b54-27f8f4a8ba12","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011CcndhNk9BNuHsjGyLm5m7","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"0bd0ad58-4292-4514-8136-71f5b19f8a08","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":215882,"messageCount":611,"pendingBackgroundAgentCount":7,"timestamp":"2026-07-07T11:40:00.257Z","uuid":"70388cba-55e7-4fab-a912-05818396a408","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"70388cba-55e7-4fab-a912-05818396a408","isSidechain":false,"promptId":"d875ba71-d8b5-4576-9f3e-7525d80ae117","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>a0e30515f4084e604</task-id>\n<tool-use-id>toolu_018r7CoKXEywYUyEp7VyEKCh</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a0e30515f4084e604.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 50\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"},"uuid":"3fdda294-9dd2-43e1-95e9-f6ebb624f366","timestamp":"2026-07-07T11:40:00.286Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:01.248Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"3fdda294-9dd2-43e1-95e9-f6ebb624f366","isSidechain":false,"type":"assistant","uuid":"24d9eebd-266e-4c6d-bbc7-cf1c44a0b301","timestamp":"2026-07-07T11:40:01.227Z","message":{"id":"5a0c1617-55bf-444d-859a-72ab2abc5077","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011CcndhT6ptzVScWLEnUPqv","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"24d9eebd-266e-4c6d-bbc7-cf1c44a0b301","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":944,"messageCount":614,"pendingBackgroundAgentCount":6,"timestamp":"2026-07-07T11:40:01.231Z","uuid":"2fc32bf3-214a-45f3-9e69-65d950521cf4","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:07.013Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a05e5be8db256fd0e</task-id>\n<tool-use-id>toolu_018y1TGP8Cnhc2ZqqRDGVAEJ</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a05e5be8db256fd0e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 51\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:07.362Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>abdef9749e8958523</task-id>\n<tool-use-id>toolu_01RhMXM2hSGEcyWEraXuKDCR</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/abdef9749e8958523.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 43\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>I'll research each customer with web searches. Let me batch them.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:09.244Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:09.244Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"2fc32bf3-214a-45f3-9e69-65d950521cf4","isSidechain":false,"promptId":"7e5d7bf2-d5f5-4ac8-9da2-6fc543f9b244","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>a05e5be8db256fd0e</task-id>\n<tool-use-id>toolu_018y1TGP8Cnhc2ZqqRDGVAEJ</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a05e5be8db256fd0e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 51\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 25 researched. Writing output.</result>\n</task-notification>"},"uuid":"ef85877c-274e-4d8c-a047-bffc875ac94e","timestamp":"2026-07-07T11:40:09.273Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"ef85877c-274e-4d8c-a047-bffc875ac94e","isSidechain":false,"promptId":"7e5d7bf2-d5f5-4ac8-9da2-6fc543f9b244","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>abdef9749e8958523</task-id>\n<tool-use-id>toolu_01RhMXM2hSGEcyWEraXuKDCR</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/abdef9749e8958523.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 43\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>I'll research each customer with web searches. Let me batch them.</result>\n</task-notification>"},"uuid":"1fdb472c-2c1e-4332-ae38-4998a9578af8","timestamp":"2026-07-07T11:40:09.273Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"1fdb472c-2c1e-4332-ae38-4998a9578af8","isSidechain":false,"type":"assistant","uuid":"a9eb7283-7dda-406a-84ed-c25e9f582d48","timestamp":"2026-07-07T11:40:09.727Z","message":{"id":"70ae309c-1c78-445d-8396-04137727f75c","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011Ccndi5RcrA77irFuBE7ms","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"a9eb7283-7dda-406a-84ed-c25e9f582d48","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":458,"messageCount":618,"pendingBackgroundAgentCount":4,"timestamp":"2026-07-07T11:40:09.731Z","uuid":"992a78c7-a73b-4068-840d-3e21cc925d2b","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:11.980Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a476874e5600fdf55</task-id>\n<tool-use-id>toolu_01F2mzoFbKkvB2GvuGoQkJu5</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a476874e5600fdf55.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 46\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All research done. Writing the output file.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:11.989Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"992a78c7-a73b-4068-840d-3e21cc925d2b","isSidechain":false,"promptId":"a66baf14-1dee-4bba-8dec-e415adde74b1","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>a476874e5600fdf55</task-id>\n<tool-use-id>toolu_01F2mzoFbKkvB2GvuGoQkJu5</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a476874e5600fdf55.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 46\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All research done. Writing the output file.</result>\n</task-notification>"},"uuid":"78cf91de-ab8d-432e-962d-9ea5153297bf","timestamp":"2026-07-07T11:40:12.004Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"78cf91de-ab8d-432e-962d-9ea5153297bf","isSidechain":false,"type":"assistant","uuid":"e465ab4a-ef4d-4c3c-9b90-b93cbb5835d9","timestamp":"2026-07-07T11:40:16.683Z","message":{"id":"4ba167bf-77e9-4b13-b058-ec911b69d0ba","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011CcndiHEXYkVFyw7xXyx1c","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"e465ab4a-ef4d-4c3c-9b90-b93cbb5835d9","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":4683,"messageCount":621,"pendingBackgroundAgentCount":3,"timestamp":"2026-07-07T11:40:16.687Z","uuid":"59ed36c1-9ba3-4de2-ba75-160e1eb4bd17","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:18.520Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>afd19904a63999a6e</task-id>\n<tool-use-id>toolu_01VzLvm5srxgdcCDrmMhkZAk</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/afd19904a63999a6e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 48\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output file.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:18.532Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"59ed36c1-9ba3-4de2-ba75-160e1eb4bd17","isSidechain":false,"promptId":"5d3ba10f-9b28-4cf6-8dee-bba76512865d","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>afd19904a63999a6e</task-id>\n<tool-use-id>toolu_01VzLvm5srxgdcCDrmMhkZAk</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/afd19904a63999a6e.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 48\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output file.</result>\n</task-notification>"},"uuid":"bca37511-9935-4b85-a184-53af9ae44d46","timestamp":"2026-07-07T11:40:18.548Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"bca37511-9935-4b85-a184-53af9ae44d46","isSidechain":false,"type":"assistant","uuid":"cc279bd8-31fb-418a-a4e9-baeea19bea97","timestamp":"2026-07-07T11:40:19.034Z","message":{"id":"f1174093-af2d-4f2b-a652-e96f80817c66","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011Ccndim65nUdHmVcVdxcu6","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"cc279bd8-31fb-418a-a4e9-baeea19bea97","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":489,"messageCount":624,"pendingBackgroundAgentCount":2,"timestamp":"2026-07-07T11:40:19.037Z","uuid":"dcb3fdf9-a515-4211-8c45-d066c5b9152a","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:40:30.353Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>a24f27e5818f1d9cb</task-id>\n<tool-use-id>toolu_01MfRViE3xYpWM36xfginZfH</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a24f27e5818f1d9cb.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 42\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All researched. Writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:40:30.359Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"dcb3fdf9-a515-4211-8c45-d066c5b9152a","isSidechain":false,"promptId":"d277ed98-9c38-4e4f-95c7-345a79c49141","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>a24f27e5818f1d9cb</task-id>\n<tool-use-id>toolu_01MfRViE3xYpWM36xfginZfH</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/a24f27e5818f1d9cb.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 42\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All researched. Writing the output.</result>\n</task-notification>"},"uuid":"f9a2fa87-f4ba-40ee-b481-e673701ace1b","timestamp":"2026-07-07T11:40:30.378Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"f9a2fa87-f4ba-40ee-b481-e673701ace1b","isSidechain":false,"attachment":{"type":"task_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"68708fa2-e094-4df0-a8f0-6c0e44175685","timestamp":"2026-07-07T11:40:30.378Z","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"68708fa2-e094-4df0-a8f0-6c0e44175685","isSidechain":false,"type":"assistant","uuid":"81a06f21-fe2a-4cf3-88d4-ada9f3568d4a","timestamp":"2026-07-07T11:40:31.270Z","message":{"id":"6821dcfa-495b-4ee5-b583-727f1e95c332","container":null,"model":"<synthetic>","role":"assistant","stop_details":null,"stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You've hit your session limit · resets 5:50pm (Europe/Berlin)"}],"context_management":null},"requestId":"req_011CcndjdnZtjgz6dFBC9xSW","error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"session_id":"3bacd4ab-ef7a-4983-8024-488815818f8b","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"parentUuid":"81a06f21-fe2a-4cf3-88d4-ada9f3568d4a","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":894,"messageCount":628,"pendingBackgroundAgentCount":1,"timestamp":"2026-07-07T11:40:31.272Z","uuid":"da91d0c3-7a66-4584-adbd-3e1dbdfb98bd","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:41:02.819Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>ae13e6c386d7c2faa</task-id>\n<tool-use-id>toolu_013B19yhwhkNiyR7aBhgusUG</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae13e6c386d7c2faa.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 49\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-07-07T11:55:55.436Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"parentUuid":"da91d0c3-7a66-4584-adbd-3e1dbdfb98bd","isSidechain":false,"promptId":"0e0f141c-148c-47a9-937c-6ba5bcc5a675","type":"user","message":{"role":"user","content":"<task-notification>\n<task-id>ae13e6c386d7c2faa</task-id>\n<tool-use-id>toolu_013B19yhwhkNiyR7aBhgusUG</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/ae13e6c386d7c2faa.output</output-file>\n<status>failed</status>\n<summary>Agent \"Branche-Recherche Charge 49\" failed: Agent terminated early due to an API error: You've hit your session limit · resets 5:50pm (Europe/Berlin)</summary>\n<note>A task-notification fires each time this agent stops with no live background children of its own. The user can send it another message and resume it, so the same task-id may notify more than once.</note>\n<result>All 24 researched. Writing the output.</result>\n</task-notification>"},"uuid":"78438f2e-5e80-4098-8d04-7672535d53d9","timestamp":"2026-07-07T11:55:55.460Z","permissionMode":"default","origin":{"kind":"task-notification"},"promptSource":"system","userType":"external","entrypoint":"cli","cwd":"/Users/marcus.hinz/claude-projects/08-07","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","version":"2.1.202","gitBranch":"HEAD"}
{"type":"last-prompt","lastPrompt":"mach weiter","leafUuid":"78438f2e-5e80-4098-8d04-7672535d53d9","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-07-07T11:55:57.520Z","sessionId":"3bacd4ab-ef7a-4983-8024-488815818f8b","content":"<task-notification>\n<task-id>b6v789gc9</task-id>\n<tool-use-id>toolu_017obNJNt3jD5RaF5USGzgXD</tool-use-id>\n<output-file>/private/tmp/claude-502/-Users-marcus-hinz-claude-projects-08-07/3bacd4ab-ef7a-4983-8024-488815818f8b/tasks/b6v789gc9.output</output-file>\n<status>killed</status>\n<summary>Background command \"Warten bis alle 54 Outputs geschrieben\" was stopped</summary>\n</task-notification>"}
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