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arXiv (MIT CSAIL) ·

MIT's JAZ agent framework beats Letta on long-range recall at under half the cost

JAZ, open-sourced at jaz-lang/jaz, gives the model a single invoke primitive in a Python REPL where its prompt and its own history are variables, so it can pass its full history by reference to a subagent when the context window fills up. With GPT-5.4 nano it passed 70% of StuLife's far-recall tasks vs 62% for Letta (MemGPT) at about $18 vs $42 per run, and on AppWorld self-improvement it hit 74% vs ACE's 70% at lower cost.

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Darktrace MCP Server now generally available

Announced Nov 13, the server lets AI assistants query security alerts, pull Cyber AI Analyst findings, and run triage actions across licensed Darktrace products. A read only mode hides tools that change data…

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