Why your AI agent has amnesia and why forgetting is the fix

2026-05-14

Enterprise AI agents fail in long workflows because they reset, lose context, and rely on bloated prompts or flat vector search. Microsoft's memory architecture uses consolidation, forgetting, and delayed maturation to keep high-value events, reaching 97.2% retention precision and stabilizing around 400 to 500 memories.