https://nosemicolons.com/tags/ai-code-validation/Recent content in Ai Code Validation on No SemicolonsHugoen-usTue, 15 Sep 2026 13:00:54 +0000https://nosemicolons.com/posts/ai-code-generation-model-consensus-validation/Tue, 15 Sep 2026 13:00:54 +0000https://nosemicolons.com/posts/ai-code-generation-model-consensus-validation/<p>What if I told you that the AI model you&rsquo;re using to generate code is probably wrong about 30% of the time, but you could catch most of those errors before they ever see your codebase?</p> <p>Three months ago, I was that developer who&rsquo;d copy-paste Claude&rsquo;s output straight into my editor, run a quick test, and call it done. My pull requests were getting rejected left and right for subtle bugs that somehow slipped through my testing. Edge cases I hadn&rsquo;t considered. Logic errors that looked right at first glance but fell apart under scrutiny.</p>