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 automated technical documentation system, our Writer Agent kept producing content with SQL syntax errors and logic gaps. It couldn't guarantee strict Markdown compliance, causing frequent crashes in the rendering layer.
The core challenge was maintaining strict data structure rigor without sacrificing speed (latency < 3s) or falling into infinite retry loops. If left unchecked, our online error rate would stay above 20%, triggering over 40 weekly alerts and destroying user trust.
