{"product_id":"hypothesis-driven-code-fix-ai-skill-for-claude-code-codex","title":"Hypothesis-Driven Code Fix AI Skill for Claude Code \u0026 Codex","description":"\u003ch3\u003eHypothesis-Driven Code Fix AI Skill for Claude Code \u0026amp; Codex\u003c\/h3\u003e\n\n\u003cp\u003eThe Hypothesis-Driven Code Fix AI Skill coordinates a systematic approach for fixing bugs and implementing code changes within Claude Code and Codex environments. This skill follows a structured, hypothesis-driven process to ensure code modifications are precise and justified.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eConsults the review-current-state factblock to understand the existing situation.\u003c\/li\u003e\n  \u003cli\u003eForms an explicit hypothesis on the root cause and corresponding fix.\u003c\/li\u003e\n  \u003cli\u003eUpdates the code and engages automated tests to verify the hypothesis scientifically.\u003c\/li\u003e\n  \u003cli\u003eOperates as a coordinator over the `generate-code` subagent, without independently performing investigations or edits.\u003c\/li\u003e\n  \u003cli\u003eEnsures all actions are aligned with project guidelines as detailed in the local repository's rules and README.md documents.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is ideal for developers and development teams using AI coding agents like Claude Code and Codex, who prefer a methodological approach to code refinement and bug resolution.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eImproving code quality by scientifically validating code changes before deployment.\u003c\/li\u003e\n  \u003cli\u003eStreamlining the bug-fixing process with a documented and hypothesis-based workflow.\u003c\/li\u003e\n  \u003cli\u003eCoordinating code updates that align strictly with project scope and compliance guidelines.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eIntegrates with Anthropics, the AI application framework, and leverages the `generate-code` subagent.\u003c\/li\u003e\n  \u003cli\u003eRequires adherence to file system safety and scope boundaries as defined in `.claude` and README.md project files.\u003c\/li\u003e\n  \u003cli\u003eOperates independently of CUDA\/GPU-accelerated functions or AI\/ML-based upscaling, especially when adjusting audio formats in the project's context.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eThis skill assists with maintaining code integrity and ensuring development processes remain thorough and methodical, assisting teams in enhancing code reliability through scientific verification methods.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003ebkraad47\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/bkraad47\/fat_llama_fftw\" rel=\"nofollow noopener\" target=\"_blank\"\u003ebkraad47\/fat_llama_fftw\u003c\/a\u003e) and distributed under \u003cstrong\u003eBSD-3-Clause\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the copyright notice and disclaimer are retained and the original authors are not used to endorse derived work.\u003c\/p\u003e\n\u003cp\u003eYour purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":52971138515255,"sku":"MCP-BKRAAD47-FAT-LLAMA-FFTW-GENERATE-CODE","price":14.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/bHTu6dwi5xXfl179XiFRn_5e6628d744c74963888e84764c74421b.jpg?v=1789031162","url":"https:\/\/mcpcart.com\/products\/hypothesis-driven-code-fix-ai-skill-for-claude-code-codex","provider":"SPF PRO","version":"1.0","type":"link"}