Mason Daugherty

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.