Manufactured Confidence: How Memory Consolidation Turns Hearsay into Confident Facts

Alex Kwon

LLM agents carry conclusions across steps and sessions in compressed memory, and memory products (e.g., mem0, LangMem) rewrite conversation into stored "facts" that later steps tru…