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LangChain's Deep Agents offloads oversized tool output to a filesystem at 20,000 tokens
The harness swaps a large tool response for a file path and a ten-line preview, truncates stale write arguments at 85 percent of the window, and summarises only when there is nothing left to move to disk.
Publishers:blog.langchain.com
Reality
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