DAAF: From Failure Localization to Editable System Assets in LLM Agents

Xiaoyang Yuan, Qi Liu, Yubin Ruan +9

Deployed LLM agents increasingly rely on persistent, versioned system assets such as routing rules, knowledge segments, prompt instructions, and reusable skills. Failure-localizati…