Deep Agents Harness Optimized Link

togethercompute · x · 2026-07-15

This is a supplementary entry to the **LangChain Deep Agents** cookbook, focusing on the Deep Agents Harness optimization for **NVIDIA Nemotron 3 Ultra**. Building on the previous post, this example demonstrates how to use the file system as memory during multi-turn agent execution and achieve Ralph loops by refreshing the context in each iteration.

Related event: NVIDIA and LangChain Release Deep Agents Ralph Loop Cookbook(2 posts)→

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