AI RESEARCH

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

arXiv CS.AI

ArXi:2605.03354v1 Announce Type: new 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 describes the external pipeline of these systems but leaves open which internal computations implement each stage. Tracing internal feature circuits across the Qwen-3 family (0.6B--14B) and two memory frameworks (mem0 and A-MEM), we report three findings.