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Published by LangChain Blog (T1.5 source). The original is at https://www.langchain.com/blog/deep-agents-v0-7.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

LangChain released Deep Agents v0.7, a simplified agent harness that reduces base input tokens by 65% (~6k to ~2k) at comparable performance, by trimming the default prompt structure to better fit modern model context-engineering practices.

Concrete before/after token figures from a major agent framework release, with the design rationale for prompt trimming laid out plainly.

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