Why I used three different critic roles instead of one (and what the eval taught me)

Dev.to AI
Generative AI

Why I used three different critic roles instead of one (and what the eval taught me) I built Crucible over a weekend: three specialized critic agents that audit any LLM output in parallel, an adjudicator that synthesizes their critiques into a confidence-scored verdict, and an eval harness that measures whether the whole thing actually works better than just asking a single model to check itself.