Key Takeaways Retrieval-only memory accumulates contradictions, so agents repeat mistakes. Production memory needs controlled writes, deduplication, staleness management, and cross-type queries.

Key Takeaways Retrieval-only memory accumulates contradictions, so agents repeat mistakes. Production memory needs controlled writes, deduplication, staleness management, and cross-type queries.