Databricks 推出 MemCurrent 持久记忆架构
Databricks 发布 MemCurrent，用插件、按需工具和离线「做梦」管线为生产 Agent 提供跨会话记忆，内部基准通过率提升三倍、token 少用 31%。
Introducing MemCurrent, a persistent memory architecture designed to help production agents stop starting from zero. MemCurrent combines episodic memory with derived memory across three access patterns: • Plugins to log and load context automatically • Tools the agent calls on demand • An offline “dreaming” pipeline that consolidates memory in the background Agents carry forward user preferences, prior corrections, metric definitions and successful workflows instead of rediscovering them every session. On our internal benchmark built from real enterprise data, MemCurrent triples the agent's pass rate while using 31% fewer tokens and running 26% faster. It's built into Agent Bricks' Memory offering and already powers memory in Genie. Read the research: https://www.databricks.com/blog/memcurrent-designing-persistent-memory-production-agents?utm_source=twitter&utm_medium=organic-social