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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. 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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. 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{"type":"ai-title","aiTitle":"Fehlerhafte KI-App startet nicht automatisch","sessionId":"c033df00-3ff9-407f-8f24-c7212f470db8"} 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JJwwrLX55AkvYqou8HzeoPWHIt7BsAMIoKIoojZ3RFZ8HyHKxzsIKS4/YEwtZSxpOt/yfnV39+2f0YzWWO4Qz6p9Pj8gEEZgyYtbWwhs1NKfnhHTa1uL6WPsgRhxPPr9IxhKExeyCUBD0rZHfn9fA4+/gFAzVEIipUUNbss9LWMRtOhMxVL2H/nrJQCrsX1B/xV2W0AwlSDUg1PnNG4Z4xckJbZfBcFCNqzebyp7LzAJqW2HfQvarV3fgMOdr6spfFph8TxFVE4v2+iKPWqXO9mkHIjr2x5PtdxQbyd+/Keqgzg/OUJsNsIiGOq2X+J4SvYOikMa8D5qnEJLDF8nFT+dJF/sWMCGFJRubyii/+SNkHyzUl3tQh4jJgiO49u0Xkc/G2kD+Eefn2BGuxs3SpA1Xo3Sd7ibtXadM0gGMrZmcJaU2uRgIzTptCzvbFxIuLrqh9Qb+onLQfxSp23MI5S+7rJ3NlenUd9tqWBxmszbhq7WRFJBTOzIhVTP7TKOuDNIe+13ic9GzZJpceCIPMegk8gyOnub9G3IsI2U8VlIRBhR2Uv2WISGqRoizIfwu8M65AN2tOzI6ubIkyvQROeCvbQEaAuzVvBDn6jTccPS2GeU5Sugcs3m1xxO6cuCqjYhNCpkscjyd2PhGnoyr5PLMC7MqTiFDuIUqRTJA5Xh5q98Qf+gTrE+0j8Kn8AoK3aIULNDRCPx69i3W6W4oGcsy0ZGY7PegLE6zFWqey83ZeqeJdsPNg06Y144wCqtPjuFNo98JVBUYdiBQo1KYitBqpv2/TTu2OM9wkudOK1rHM01N7W2kO4OBpXxYwXKyGufZGI/pH/PmmgksMsJTtAJZteT6l95abwXi/pYiIF/IUp5aG5rzHtroQpySN/X6atcBjsQqspKzTmJymthpQG57DP0HRvShMdj+nPH5R0wKXKlsXjQklc9ikkk0774aU9vbkmNLtBuVyTwNpWe8Go5okPdlmf4V5C+oUjQKIknmZ4DWA03ZuWe3Hr32iXvkjLxMhk0G7mvScEKRxSstdpcJ+gjzc7hV7z/gvGALuTPMIqzmKGyMDaizV9uspQrTlnAujOS8V9VnmplO0gIlyy0W10zQYt3Iml1+ku2Kx6jxE/r8hzQz3JjT1Nzj0Fnnwaja+9xEol2kXDEjyk1zLP9AKoOz4j9WksXtBUCPZqS1rW0a/Cv+OuygEpIg3msTBUnmM/etCzEeaKKmZzLqoYlk8PEfpRoVw4065tOaYZfuy3n4CrdKjezKM6AHQKMNN3jCjPh/SmeUpaU5UR6r7EFfOMaGJwrV/ZX195B2xlt5/RSutIC1d8d4HDo6zTgW0PIdTgCNKeBRDYG40ZS1DGthksGp2Drh1hqSqxabb1qJMDdVdNYDTBMgQB01F92QCW/ea7THC0+afSIR2upx5s8/DjdcOV9BlV6vmzoUg3YBydjqTNzQ1zgni4D8zl4nvwb/jBg/RgXNxnRNfzO6F9dX4KmME1ddwyetKoOTPRi632V8H1/nZMQ5eOG1o2sp7bQOsibi6aF3ugXJk3auyQZbrBBowI2qa0BwcsrnOxVn3EvEw+wrJQMwlySc4dK51TqarWw7rzPhpqoDByfMACQfGgf2qO4quS/p6ZnIT5lp09nEadu3VsDnQk/Kst7nV9fR9SnlOSulytCmuOvEWp/4Wvy3KzgQNbkvNlYGkbnsgYd2OzJoTyor3KdxqHTbvzaWMFtNhgLW7Gcl3WfK9Qcxgxa+4Q20SrBguSgBMQh4Ca3QzoCsBi922I2BvQDq/OH0YIJnXNg43Vsm31/zcTs8uvcl3KXAOVx2Es9DLK6GH8pL/9G/eFyarXrADg8ikSrnN1f+lmx2DCR84xlCColfgNpLmlePbvCsluxxz7BXhr0U8k7JWZv2j8Kf9qCtFkU2qY7PtQVKqn+0he5Oiya199IT/owTF4kgV7lIl5G32s5U70JNOfet9U69CejkFi4ozdnvvKyfWZpq0POgJvwBPdem0FsK7Kq1RdsfJUfdl27ZOlw6NO0Kxg2cLoEc2ntWIKTFP/yCYUHXlAFR9IznYaOY5Wo3gB7p1d31T6ZK4dRw3W9KKW7M6xkMBNkCMz9pqnymColJMsOLGV1dDwTl7rH15Q+foGkWaxsh7eybqXAF2Z3zPE6w8bADERDNUCKPnuXufiEg3qEEoJ2whIwagqtS0fXMI1BoYMqGutNIFX4IShdgRi2jFxLTJiWKQom7t/akBop35eVVRY0xi130sUVz67Zv//QLFujCMMfiKdM7zdesIpQDwKrwtgTpeV8Z8mIeSBVYSR+ti6CMNBzgrcp/EZ9cQuycSXdOx6TDL8BYPklthgpMgnuTHfYmgXaLxpNJSw0Jn468ursU99r4q1gTCXYLwwH1W6ixC4+bojDPt0ysI+OpyjvpqHUPSdr9QJMOV6a16l+uPOj5yPagTFcYfbA65g5wDWHSGnIckBPr+Nv5q3FJ7iaLahVENYbsDm0CMjwgMyFp4Sun40z/vv1PkZq/4C/vwN54QeoOqC/wir5H/uK8XxUGqyOfzDvECtwggznJi2CkRKtaG5OBYfottZnr5ZZXt3ar8lGu5Lvr4O+yt9WUPd2VHah4Jd6MUg3qbLwZJ0+VBDyyk6XnbVe1dGnLVRckLL2+Y3lZ4TcYl1dMcaYTQI+eQh0aqRSGupFoPPwKYE2IODrTvZSvV0tWExK7RWLywxCXWx0XTnHpqheGTG9xgd9mP33HtU2DdKyj/asNSyotpJ54JeytjDCTcocV3ETJJrqqRz1c2X8p78iJDcjQIyyywEKgC9gqQ5Sgu0FZxLNE6VIW8HsA/o6Kpe/gyuvd6V54nbW0yoEcRYYmjNK0wEG1DKqWNcAPb2m/VY41D5K6r+aoQgry3RUKB5nmof4f1lS7dHj8AR3SfpV3IcSdSH+vrWt/5iR5veV3Jjua4XklOSdnf5OGsDH+1i/Ds8KHSIN60W+d0NjGr1AWvMVGA53z+F4BnoJ6jjT3wrYlcp9WkjmKC4nwDmQbgOCEFEsQamAXV+q4m2rwdi9oTtoymLjDEtH9MMNa2aq/zJImxYrpluGNqOt35qgvRKwhvj2WkkVOWpR5PR/Rr4yeMm6ze+wcRu07fvPzWBg+SrZMxvAWqQOuMZmhWmPR/bDZUCpKleKScSsPdmpVmPMqlpoS3uwYqPJSaQlwKFSu/81ehjeGv+iMtmPsq5HTwJUOYhiOm1TML1a7cfEOTsdM0PeCj7j7t4CSzaLxqQ1norrGK+vnusfjBBlkfoOIa3YQVZRSVpauWgMfr6UV9+6SXv7U1s0H0LBwtJLyWkBdr3FHEkuDVzkInBCdaqWjTHQz5moKRYe4WiXwvuIUcPXXzzjonf26pW03BzazDxlN+8m/KjcJTTkwmIVcTL7f97IgnzxA3wsrcKp+SO3Nk83lNlRhZxzbi1UmCmDR6/zT5pNMOM9GRjUjTX3v6WTOwV1zj+GZpWlWgcL1lzpjy1e9fBxThHo0fhjYwYtlMFYKl5sDUNUukB7xj+8+psNbEwKO+en6NaAWjn9f87krCxaM6Yot0tvXn2BOnYhDqB5sajWj6xgVSHPJoBn7Nn06Mxp+2lN1e49c2ZSu0S6ZLBgUw3Hc44uTm6shRQC0owTXxgRyxyRGiL2agVgp26W6H7cSF9QzEQQDUoJ5cfNzknWdb8ngpVH3aK+a89uS6Av3F31CVK3Jcr0NdIber7OYW/FWvlmGu4KIDosAd86pudsRnkjUzMXGqrYeQSeag2ZSgv+Qysad/N7SfY0vT/vm+Vz6qJdI+nCGXOugR3hZLZaZBx7Nnb92ZqEMLzGLyYp95gk0KPUELxOEAbgU2T4DBFcSASz3ohgsNrGgQKiPBbD+rHuuXkQI9uYO14P6uTYymJdoQwfWnOK9Q3qqLanr7lPB0bQ843w8mWA2iQhzg2EAUnpA/F0bLRjPyJTMOgI22G4BMliF1tzLH3K288UoPiNBzYcofLlEFpOd2dDk4T6QFZ6vQJiPDnCbBFdeKMg5pVVOBJwNIoDc2waoL8iInPMAVJFAcPdT8YVSy7Agnvqc2RBwqTjJrhYY3IBHtJggVrUBiahcyOTpxSylQI93MAIY/ILatIysJueqcYF9CqxXMztpLS77sittr9Mw2oci03C5GIIe9dlAETMMiLLMcZXaVg45LK2wv+5VXVXU9wdYc4edIq8v8xsP58Nsi0Y0ysw0lUs4L5oAu9YgDrNl7OxUAA73CyBTw8LdEKi5M7O6DeqaEXeIFBvDKhpTwl0pJijkL32E1hEwzzCPsIW2tmK6y3HqUwkAzecdDTW1ZqiX2nnjI/oRY1lJbK1/7BifE6JQ+KA11lm8RuIz2W3nmsBT0xNp7+Cj2+RfToEKflg8a1bI9iPwLf/eqD27dfdrx3vTwzW9ukcfXoSpwTK7X9QG5rxwSU+oQSkwVtxW4hJMeVVHIcIoC3wQYc65evY86aec53RiTcApNqsnpBQgA5IQxB1pxsE2lUsMiNmtlEVy8IMjyLdJAcnEcmj2Lsm8vp7SvWd3ZedpH8ZPpIFCivWmNLZ/mzrO16u1Bd3enAFu0vMLIMiVz2OV78ayppGbtI3nf1ZX+Qpsjiu7qO0h0QAIRVNDjQnbZd7qezJwSoNdtIurDbh/wM60jKGh2o/IJFRH8TGCNqTo809C+lcjlEc8tG6+gbzRhFvUK661QjVNXjCKFiAH8U4dOcU9PSb5FZFlvd3sW7fewbc0K/fJWRVwA+u8F+zIf6LFbpA5vMU+bQCAk667M5rZ53miDAoa2rMeurI9D6OWg4JyWb4G+e3YmHZmCh8WwP+/BuLLpMe/mtbdC4MG2/IGxsfjqotBh9uV5p7XY3HxX5BZuxBSIVmfVIhW5I78Ashg+iDbR1+YcEEj9mMSSPTUFAwfxXgfs8H6qMA0UZulWkIZiyFAaqY8wZpxPr9ulKsDpIf+ei9AtqR/nMbZJfolAkETuBd9nd8JXj5ztpY4d6yIWHuKFqrN6qskNulgxKfcjFIMXzXSTZwoEmw07sHjVOB1lSId1hI7BlN9cL6VZ4an+NmTDhq/ULdjtBXme+HfyW3H4iXCsRRK7iN4iIeZv7WNOhdiTv6F/R/QpuCw9Ph3AtehTHdOGtkSmmEGsO8y/zegFNfawpOyfIpyM1WgjZAIGeIpiWABUSeJn1jn3JRhWe0HNBo6+KN0fAWWR7LwD5KL5pO0TV19GleFLItCkGQwSv7Z6Hm9AxN3YO7NRdzFBuRPJn+1AVzC1RYxG6EBz9TqFFquD6TDLgETL1ZMDsFShDiulwvFTplowErmAW37dq5N/iK7QtDxK3iaC3K25Cv7BA5Dhd3hj+iT2dX24y47RfKO3YPo4+kKbzMK6DIIz8N9vtUdiXAuc4YSVZ6vuQEVAdqzOQJcqqj4HPURsFBBENi4q8Q2hg/GVCzytLEx8eOMN3JV5wQFQfg/4Jwexh+rjkX9n0dALQPt4l0ymToz6PkRrbpVRf8+YGIAVxgPXVd868b9/Zg9TsQS9EsQemFT0Svaw/cGB+FVzHQlBgIv5Sb1nBP7xIzS1m7OPJNuvWJxllL3K8fQ04rZ2CQshi9/x/UEi6O7nZPHqzLpeX2lC9XK+rQuWvhYknpGvrad84SPPwilpgzEAy0JJkZzUwJXw3T13QuCGMvNg86v9MIVi6kxod6qcrc5mfMW6fgk+QBvnf5pIAv75KZ6irMZJZtDR13Zed9VwLfR20+r2ZB8axj/b70gebAULNAsTewstUwo3pHouLu8POMsT/J+chxQrXjXeGUN0l2o//5ti3Yvbvx4Px1/UOR0LmSwG8IWG7D/eGepdtIS8DMpRMy29FylXKwmmJ++cHfo2PJV+K37lEo3I8OC8Q9tSi8ihwyFVTzF1CHkhJzMSxy6ByECJJxzI+nZTxUHdX1LgbDopMzX7iUHXdNhOvXOZ1VDdwgrrGKH+9xbC9Dx3ECxYARCdzhu+vNpNXAFL1qXPJ0Ll9B4SuatyGfK1F98d57sU+sS5rj0e42xWJx+SE6X+2DtK5lzZ40SM1EOF3igVyUFfTBWORFfJl83soKiALmNM3LCeFFFiwYu59IWaY1+ZtDN8WwKQ1avlhG9tikr7fyA5HxNXcgaUv41sOTHdR51O6Lldhlp71qnp9GlQZme0hN2Sz5WqY2XwMAiIUN/q5FXIcn0dux4VBStT5x+lRWRqLEIPadDTObL2u52/CQEvulmExIhd4YMAgCFXx1H4uY328JSmQ9Ri7taDlLefaCAD7Tc8gtUxD/pz2R6xUoQwDjvLUy76I3+WMJQwhKxJyNhqAdhnuzDIuOh6v2XzO3eLhSYDcP1gv52oxwlVeRAMG6x5PKfpBlLApC9E8kc5L9my45jV7tYO1J3V+SN3VCDARW0HAGPBmBjuB3QPxX0C/3tnBJrknRxKvKCYby3gZ1mhZVZuPJL1xk2cb+6B59/zFz4jaPCf0mEESPNcpwp5TGOGaPBjRBVGHQ213GMcz9stPFAVOSYZ/DMg7unJ2MfVe/VgKpZF7xlanq0uJVnXKiXpjMlbUJAFTEoL2ezrPdae9yIxHGfZ63wO+kIZhBT1o5CicUONoybNjnfr0C6NqH9r5lza+hG66bOk4t3w+Ne9nKS6kZq4e3ZoDsuUYatF+BDNfF3F9Ptk19TF2ZQR0n5+/X1MAcWpXLZPwsiIpIVQiGu+0J8em0KS7GRjiiHhy4Sk4C7doBzfQh6F/Cukjv3lvDEkjitl7Nmu/p15m6lAsAiYqxNZKC4CwX5+lGjnGX3hpAibeRMi9aIP9WXxEGaM3KsOmkvcVDAqt0f0QB3PTqsGSI37t80t0KxOogqfRO20Qdi76vDVZAhm356rHgRC5dfaK2ItDL9Q1cZaofemiz3mJAJS1+jB9wvCYkp5iNDCi/UHxAr81zbW6/F4A/csnzyt3Bfdbym0IZALQ1ZOU8JWNc6BAZ6+N7p5fLCEA6bd3fiLdhj2ZOnDH++L8Ec6/7MuqoC63/Z8TcI/4QDnGD9PvjxbsLwM3YO0jNbTr5cOZeNHpoPuB3m+sxT1NRWwTOwAIB5swn7wkReTkpr3LUfm8D8r5mllcNc9UkJCkEQcpuy71br/X/mVyaGyBtBWWAE7lcDV4c/tOl0ZFCmjeMONYatV0QfCwhWSUVaHTlhtPNWuU9ztc62+n4jIVOZA/ZsxGkpzNlKeLFN2mJyPwbRaPS8GgeP8E3kl8bCgkOAbCXZNhu2A0eUlBhLkb5g/8N4B6Sa2FCWCFPZ8A3ftqAmm5XrEWPLItwb9mHqefT3wzzb8xgXIL5oM9BIdQdNPlilOa4Rg4NjTt/nntRE8l5V4xBrfTxD/zgXcs2cjOfP5XLQwiOvAt6SLAp/dhbJJYSz1ShoXmjkz6H/i4TP5NlQceDYl/uQuELwNqWm+cg1vHBnB/CK5lqXRRJMFuwO9fm3MVnbRasaweA4TO2fhR7y2MJE0UKquYGF/w66Uv0qTPUmzwVbTHqW9TkqINcI+un4fuDyJg54zQrKnWHwwQaGB/G1sY4Il0ZOQmxg5LD6q3qvqZq5R5tUmpm0uu7K7hO9irRBIK+9tI9pDh9Ng5/W9lBC9xl56sFWbx16/EoXrpZ7i5m452X7oefOp0DbdvrBu3up5a/WameA4oqiJCzZMEPRkiZZ4ACWOOMOf0nrcMCQbMU0AmFRb3P5GRC147sjUpWhbbZIcflthcxxrGW/CpuRA/6UMvm0XbSFSEhpmTd4xf95syAQATaYa8h/8zfgXVIJ1DlONktK3mcwz9zWMJyLvIC06COtl1IeUn1fIhh87dMqCpykJtNLra+X69Q7YE2JpWWMTo62Cdl/eLO3iUuwYR0QBhMN7Vf/V3Ynv6UEaK409bC4FgrhYjDbJpUTZ6BCwy7wzCsPqz7D3XjxYGKKXT3j2q63lLtB2l2XygUf4/bhyLvWBFnmWXnITx8LfleFp6Pd1SdMrdAa1y8d4UkxK4IywDVDdoOvhYcz2Q7XTKN7DkR/U2Tm/MOLPiJRRzck4ek1KswWcv94PjdflULSWafvSdzn9q6OYJ4Ex2u/72CpjnU/rU//VlUxij+JUznUtww2O31eR2MKvvz+OK+kLu6///82W/EFGdDmUn4aqPGrnC2YIblcy+5zECFEoYcrg3qYddTU5aMtVJz41FcyMVqCi+8977rh6h+RLCn+rbQzUG2+UzECsrUjr7ElVWC4NlfWcz/vnT3/kQgvZOZ9qX7XvxFsZ6odMmvGA+em8YD7jF+uGQCpbuVJxbyvpqrgzsd2E5oM0xmN17Z4Yz5ijfEV6bIyWbL7HhEeZ3iD9YknKyH/94fdx11FsA7R9Lcj6nAMJuLAxSdoajVrnakjCkj4ueWEHkDFe7hUNMCy6TihHk/Pjo0vfxFan+40CadKL6qJCQk/1D/12vHNljNnAFRD8J2Ti493wB+Id2NdQHeGnvcXr29nPYeWMePQadaDdHzhtP2l3DzKyyfdTTzYoDDsm7ZPGncgUMrtyzVHRklN9zhV1Xcme4efctIwr/4miSsScdrh6s6vLdu/G3BwxagnImnBQbzbipyOpidSMGHHyviGqxld4I+pm0AXjvxWzIqhxe5XtVnXXliXJ2PTEXPtkgAjQdf8zOrYzVDr/vAf95ddVYbEQ2p10o/Lpk10d9Gln/Okni7MhzJB576ud3Dlc+ypop+hNP29FL6y2HYVVEI+ypFhiGzDTXlsWChgFxgQXA8zsKeQWzKlHhCHB9usRlWoPcziuEbz/bgpZgwx+/zybW+t001TeMZui0LzkR0KXwQ2uoHOgvIBCLMjsgrp8QGWKE+LlXuhUNxxGrFBQIRjeshFopaMZlCfrYxp1L/1F7IK9Dm2GPQ9NiwUSh9bbSaJKJvCuRSGAsTIBgdyp5PIrISCdsKV6GbvWWYhGDHkvrg20tMGegvp4siAZRxJDpA9afBocoqDjqMeId36EyBmsAeWwC/YJEeM3Uj+rWed7/COPk++DB6Jj2pKN6WfrINRZIPYShVlBRP6RNcXqPLJAAGJn6cRFd3DR/n8+01gCxu2EoZw2hSXfYUEXjh5+dPKbijYnDarCCyj6oeJ/85BtGsJQ/O9WueYdukFUiselEW6YUfCYSoOPoJ69DvNOoFZBDRNbsmlm5iXOojnaKjhrN7sqOG/k1CClkuIVlpOup6ogqD015CWVIUqW72CGb0RFeT1LWO2U2Sm1eDXhUXAz7SBBpkqJaElJ5e62wTUJ3VUHTiGefpcdbYou/nY+oXsWYMxjo9Mr+myjpqP85GpP1RsfWLYtQ+Z7bJFSydb3SwIOxKAPpmIR3rfBT0bAPfGSH+bt1FtNFRSnt7UYAQ=="}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3434,"cache_creation_input_tokens":7292,"cache_read_input_tokens":18341,"output_tokens":5198,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":7292,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3434,"output_tokens":5198,"cache_read_input_tokens":18341,"cache_creation_input_tokens":7292,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":7292},"type":"message"}],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{"parentUuid":"c4b33bb6-c0a5-4ad6-99b0-97b0559285c5","isSidechain":false,"message":{"model":"claude-fable-5","id":"msg_01HcwUNDfPxpxfR1vPLWaEFr","type":"message","role":"assistant","content":[{"type":"text","text":"Zum Autostart: aus der Ferne unklar. Doppelter Eintrag im Starter plus Nichtstart passt typisch zu zwei BTM-Registrierungen desselben Labels — eine davon veraltet (alter App-Pfad, z. B. von einem früheren Build), und macOS startet beim Login den toten Eintrag. Die tatsächlichen Registrierungen samt Pfaden zeigt `sudo sfltool dumpbtm`. Zum Prüfen im Projekt bräuchte ich ein Go.\n\n---\n\nOffener Punkt 1 (Vertex & Co, von Grund auf):\n\nEs geht immer um dieselben Claude-Modelle — unterschiedlich ist nur, über welche Tür man reinkommt, wer die Rechnung stellt und wie man sich ausweist. Vier Wege:\n\n**1. Abo / OAuth (das, was deine Pools jetzt machen)**\nDu hast ein Claude-Abo (Pro/Max) bei Anthropic. Anmeldung läuft über den Browser (OAuth), das Ergebnis ist ein Token, das Claude Code im Keychain ablegt und automatisch erneuert. Bezahlung: fester Monatspreis, dafür Nutzungslimits (5-Stunden-Fenster). Kein Verbrauchszähler — ob du viel oder wenig nutzt, kostet gleich viel.\n\n**2. API-Key (direkt bei Anthropic, Verbrauchsabrechnung)**\nStatt Abo: Konto in der Anthropic Console (console.anthropic.com), dort Guthaben aufladen und einen API-Key erzeugen — eine statische Zeichenkette. Abgerechnet wird pro Million Tokens (Input und Output getrennt). Claude Code nutzt das, wenn `ANTHROPIC_API_KEY` gesetzt ist. Kein Login-Flow, kein Keychain nötig — der Key selbst ist der Ausweis.\n\n**3. Vertex AI (Google Cloud)**\nDieselben Claude-Modelle, aber betrieben in Googles Cloud. Anthropic liefert die Modelle an Google, Google betreibt die Inferenz. Man hat kein Anthropic-Konto: Vertrag, Rechnung, Quotas und Datenverarbeitung laufen komplett über das eigene Google-Cloud-Projekt. Ausweisen tut man sich mit Google-Credentials (gcloud-Login bzw. Service-Account), nicht mit einem Anthropic-Key. Existiert, weil Firmen ihre Abrechnung und Compliance in der Cloud haben wollen, in der sie ohnehin sitzen. 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