# ralph-loop

3-minute lightning talk slides. AI has read almost everything — but some concepts aren't in training data yet. What you know that AI doesn't = your leverage.

gu-log had 336 AI-translated posts. We thought they were 'fine' — until we built a multi-agent scoring system and discovered 74% needed rewriting. This is the story of how we designed the eval, ran it overnight, and what we learned.