The Self-Evolving Triage Agent
Most production AI agents are static. The prompt you ship is the prompt you keep — until somebody reads enough output to notice a recurring failure, edits by hand, and ships a fix. The cycle takes weeks; most failures slip through it. A self-evolving agent shortens that loop, but it has to solve one structural problem first: a model auditing its own output is bad at it. Same-model audit produces self-deception — the auditor rationalises the same blind spot the triage agent just exhibited. The fix isn’t more prompt engineering; it’s a different model. ...