I Stopped Tweaking Prompts. Here's How I Cut LLM Hallucinations to 6%.

LLMs are great at writing code, but ask them to generate strictly formatted Markdown? That's a different story. We spent weeks optimizing our prompts to fix technical hallucinations and structural chaos, but hit a wall. Eventually, we stopped trying to solve it with words alone and built a pipeline using a Judge-Write loop with experience replay. The result was immediate: content generation accuracy jumped from 77% to 94%. The Problem: System Failure Again While building an automate...