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How I Forced AI to Stop Being Lazy: Building a 10-Layer System for QA & Security

This story is from 2026-09-07. It is preserved in the archive; the latest stories are on the live feed.

We’ve all been there. You paste a complex chunk of code into ChatGPT, Claude, or Cursor, ask for a deep security review, and 10 seconds later it replies: "Looks great! Your code is well-structured. Good job!" Then you push to staging, and immediately hit a massive CORS error, a memory leak, or a br…

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  1. 2026-09-07 23:22 · DEV Community — AI
    How I Forced AI to Stop Being Lazy: Building a 10-Layer System for QA & Security

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