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NVIDIA Developer Blog· Michelle Horton·· 2026-07-27AI 评分40

NVIDIA 详解提升模型表现的六大 Agent Harness 能力

Six Agent Harness Capabilities for Higher Model Performance

AI 导读

NVIDIA 指出,Agent Harness 是围绕模型的架构,决定上下文渲染、动作执行、状态管理和任务终止判断,单靠 Harness 设计就能带来 benchmark 结果两位数的波动以及 token 成本的显著差异。文章总结了六项可提升模型表现的 Harness 能力。

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Decorative image.Building a great AI agent isn’t just about choosing the right models. The harness is the architecture surrounding the model. How it renders context, executes...Decorative image.

Building a great AI agent isn’t just about choosing the right models. The harness is the architecture surrounding the model. How it renders context, executes actions, manages state, and decides when a task is done shapes outcomes just as much as the model itself. Harness design alone can account for double-digit swings in benchmark results and significant differences in token cost…

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来源:NVIDIA Developer Blog · developer.nvidia.com