Production Agent Memory Systems

MemCurrent and Databricks Agent Memory describe complementary architectures combining raw episodic records with distilled, editable knowledge and offline consolidation or hybrid retrieval. Reported task and token improvements are promising but rely on limited internal evaluations; correctness, governance, reproducibility, and production operating costs need validation.