Event ·Multi-source

新cookbook：用NVIDIA Nemotron 3 Ultra和LangChain实现Ralph循环

Together Compute 发布了一个新cookbook，使用NVIDIA Nemotron 3 Ultra模型通过LangChain Deep Agents框架实现Ralph循环。该方法利用文件系统作为每次迭代间的内存，确保每轮对话都有新鲜上下文。该cookbook提供了完整的笔记本代码，可直接运行。

Current read

新cookbook，用Nvidia Nemotron 3 Ultra加LangChain做循环智能体，每次对话都刷新上下文，实用性强。

11 sources57° AI heatLast updated 2026/7/15 14:19:12

Evidence

11 sources

Primary sourceTogether AI

2026/7/15 14:19:12View source

Related source 1Fireworks AI

2026/7/14 14:51:38View source

Related source 2LangChain

2026/7/13 17:09:13View source

Related source 3Harrison Chase

2026/7/16 16:00:48View source

Related source 4NVIDIA AI

2026/7/16 16:02:57View source

Related source 5ollama

2026/7/14 00:01:12View source

Related source 6Hugging Face: Blog

2026/7/16 16:01:21View source

Related source 7vLLM

2026/7/14 05:55:48View source

Related source 8arXiv cs.AI

2026/7/15 17:14:03View source

Related source 9Fei-Fei Li

2026/7/15 20:55:33View source

Related source 10IT之家

2026/7/16 04:00:08View source

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Dedup data only shows that these sources discuss the same event, not that they agree. There is no structured supporting or refuting evidence yet, so no conflict is inferred automatically.

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