AntData

Apr 28, 2026 · Artificial Intelligence

Iterative Agent Evaluation Skill: Automating Bad‑Case Diagnosis with AI Pre‑Annotation

The article presents an end‑to‑end, eight‑phase automated evaluation pipeline for large‑model agents that replaces manual bad‑case inspection with AI‑assisted pre‑annotation, cutting analysis time from a full‑day to about 30 minutes and achieving over 90 % efficiency gain while enabling iterative knowledge‑base refinement.