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NVIDIA Developer Blog· Patrick Moorhead·· 2 小时前AI 评分46

用 NVIDIA NeMo 把智能体失败案例转化为测试与 harness 修复

Use NVIDIA NeMo to Turn Agent Failures into Tests and Harness Fixes

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NVIDIA NeMo 可将智能体的生产环境失败证据转化为按优先级排序的问题和自定义评测,用于改进提示词、工具、模型、记忆、技能与 harness 代码。通用 benchmark 分数往往无法解释智能体在具体领域中的失败原因,例如选错工具、走错工作流分支、遗漏相关上下文或使用不必要的高成本模型。

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A glowing network cube connected by green arrows to a developer, code blocks, a checklist, and a rising bar chart.Turn production evidence into prioritized issues and custom evaluations that help you improve prompts, tools, models, memory, skills, and harness code. When you...A glowing network cube connected by green arrows to a developer, code blocks, a checklist, and a rising bar chart.

Turn production evidence into prioritized issues and custom evaluations that help you improve prompts, tools, models, memory, skills, and harness code. When you build an agent for your domain, generic benchmark scores may not explain its failures. An agent might choose the wrong tool, follow the wrong workflow branch, miss relevant context, use an unnecessarily expensive model…

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来源:NVIDIA Developer Blog · developer.nvidia.com