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NVIDIA Technical Blog· Patrick Moorhead·· 10 days ago65

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

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

Brief overview

NVIDIA NeMo can transform agent failures in production into priority issues and generate customized evaluations to help improve prompts, tools, models, memory, skills, and code. When building agents for specific domains, general benchmark scores may not explain their failure reasons, such as the agent choosing the wrong tool, following the wrong workflow branch, omitting relevant context, or using unnecessary high-cost models.

Article

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…

Source

Source: NVIDIA Technical Blog · developer.nvidia.com