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blog.katanaquant.com

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  1. 2026-03-07 / HACKER NEWSLLMs work best when the user defines their acceptance criteria firstA blog post arguing that LLM-generated code quality improves dramatically when users provide explicit acceptance criteria (essentially test cases) before asking for code. At 124 points and 94 comments, the HN community is validating a practical workflow pattern: treat LLMs like junior developers who need a clear spec. This is actionable advice for anyone using AI coding tools and aligns with the emerging "prompt-as-spec" methodology.
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