What Happens Inside Agent Memory? Circuit Analysis from Emergence to Diagnosis.

arXiv:2605.03354v3 Announce Type: replace Abstract: Agent memory failures are silent: an LLM-based agent can produce a fluent response even when it fails to extract, retain, or retrieve the information needed across sessions. The write-manage-read loop describ