Drawing on Memory: Dual-Trace Encoding Improves Cross-Session Recall in LLM Agents

Benjamin Stern, Peter Nadel

LLM agents with persistent memory store information as flat factual records, providing little context for temporal reasoning, change tracking, or cross-session aggregation. Inspire…