Chinese content用 Letta 搭建有状态工程 Copilot：核心记忆、共享状态与自定义工具教程
Letta 出的实操教程，教你做带持久记忆的编程 Copilot，core memory、向量检索、多智能体共享状态都讲到，适合动手派。
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MIT CSAIL's JAZ agent framework runs on a single invoke primitive
Memory and self-improvement are usually bolted on as separate subsystems; JAZ shows both can just be code the agent writes inside its own loop, with hooks enforcing constraints and monitoring. Builders designing agent harnesses can use this to cut complexity and cost instead of adding memory layers. The paper is arXiv:2609.26891, with an explore guide at academy.dair.ai.
