{"version":"1.0","generated_at":"2026-09-27T14:03:48.137197","id":3097,"slug":"nvidia-s-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness","title":"Nvidia 的 SoL-Pi 系统通过优化 harness 将近乎一半的编码 agent token 用量削减","summary":"Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.50 美元。","abstract":"Nvidia 的 SoL-Pi 系统通过优化 harness 将近乎一半的编码 agent token 用量削减 Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.50 美元。 Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.50 美元。 原贴提到：A new Nvidia paper describes a system that automatically optimizes the c 来源：the-decoder.com 一篇新的 Nvidia 论文描述了一个系统，它能自动优化编码 agent 的控制层，即 harness。 研究人员称，token 用量下降了近一半，而性能大致保持不变。 AI agent 无监督工作的时间越长，成本就越高。 单次预测变成一长串推理、工具调用和反馈循环，token 用量也一路膨胀。 Nvidia 研究人员的一项新研究不是在模型层面，而是在 harness 层面解决这些成本；harness 是模型与其环境之间的控制层，被 Codex、Claude Code 或 OpenClaw 等系统使用。 harness 控制 agent 如何看到状态、执行动作和处理反馈。 到目前…","access_level":"member","access_label":"免费阅读","access_mode":"full","is_preview":false,"canonical_url":"https://opc.beizhux.com/content/3097/nvidia-s-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness","html_url":"https://opc.beizhux.com/content/3097/nvidia-s-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness","json_url":"https://opc.beizhux.com/content/3097/nvidia-s-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness.json","published_at":"2026-09-26T18:30:32","updated_at":"2026-09-27T13:19:26","category":{"slug":"ai-business","name":"AI小生意项目库"},"source":{"site":"the-decoder.com","author":"Jonathan Kemper","url":"https://the-decoder.com/nvidias-sol-pi-system-cuts-coding-agent-token-usage-nearly-in-half-by-optimizing-the-harness/"},"tags":["AI 成本","AI成本","Claude Code","Codex","EdgeBench","Harness","NVIDIA","SoL-Pi","Token 优化","token优化","编码 Agent","编码智能体"],"topics":[{"slug":"agent-workflow","name":"Agent工作流","url":"https://opc.beizhux.com/topics/agent-workflow","reason":"这篇内容命中「Agent、智能体、Claude Code」等主题信号。"},{"slug":"ai-side-business","name":"AI副业","url":"https://opc.beizhux.com/topics/ai-side-business","reason":"这篇内容命中「项目、小生意、变现」等主题信号。"},{"slug":"ai-tools","name":"AI工具","url":"https://opc.beizhux.com/topics/ai-tools","reason":"这篇内容命中「Claude」等主题信号。"}],"keywords":["AI小生意项目库","Agent工作流","AI副业","AI工具","工具","自动化","模型","Cursor","Claude","Agent","智能体","工作流"],"questions":[{"question":"Nvidia 的 SoL-Pi 系统通过优化 harness 将近乎一半的编码 agent token 用量削减主要讲什么？","answer":"Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.50 美元。"},{"question":"这篇文章最值得关注的要点是什么？","answer":"Nvidia 论文提出 SoL-Pi，自动优化编码 agent 的控制层 harness。在 EdgeBench 上，token 用量下降 44.7% 到 49%，性能大致持平；按当前 API 价格估算，每小时可节省 4.36 到 13.…；原贴提到：A new Nvidia paper describes a system that automatically optimizes the c；来源：the-decoder.com"},{"question":"这篇文章和哪些AI专题相关？","answer":"它适合放在Agent工作流、AI副业、AI工具专题里阅读。 关联原因：这篇内容命中「Agent、智能体、Claude Code」等主题信号。；这篇内容命中「项目、小生意、变现」等主题信号。；这篇内容命中「Claude」等主题信号。"},{"question":"阅读这篇文章建议先理解哪些关键词？","answer":"建议先理解AI工具、工具、自动化、模型、Cursor这些关键词，再结合正文判断工具、机会或风险是否值得进入自己的工作流。"}],"terms":[{"slug":"ai-tools-term","name":"AI工具","definition":"在AI觉醒星球里，「AI工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/ai-tools-term","path":"/glossary/ai-tools-term","json_url":"https://opc.beizhux.com/glossary/ai-tools-term.json"},{"slug":"tools","name":"工具","definition":"在AI觉醒星球里，「工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 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