Topic

agents

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agentsexplainers

Compaction without summarization — score the tool calls and drop them

Tamara Tran argued that agent context compaction is still a summarization prompt in 2026, and that Jev can instead keep or drop tool output verbatim.

ecosystemagents

LangChain ships a Jev classifier, then parks it on the agent loop

Official LangChain docs add langchain-typesafe. Jev becomes a Runnable for routing and a pair of experimental middleware hooks, not a chat model drop-in.