---
format: "aidr-story-markdown/v1"
id: "8db6db70c49ae8ff3ffee67dfa8d99335fa6c69241348f829aab7aaefe596573"
canonical_url: "https://aidr.today/8db6db70?lang=en"
title: "Use NVIDIA NeMo to Turn Agent Failures into Tests and Harness Fixes"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-11-04T16:00:00.000Z"
category: "Frameworks"
topics: ["nvidia","agent","framework"]
source_urls: ["https://developer.nvidia.com/blog/use-nvidia-nemo-to-turn-agent-failures-into-tests-and-harness-fixes/"]
summary: "NVIDIA NeMo can turn agent failures into prioritized issues and custom evaluations to improve prompts, tools, models, memory, skills, and harness code. The tutorial walks through an optimization cycle using NVIDIA NeMo Compass and NVIDIA NeMo Eval Author. The example agent is a Hermes enterprise assistant for a fictional company."
---

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

> [Open the canonical story](<https://aidr.today/8db6db70?lang=en>)

**Published:** 2026-11-04T16:00:00.000Z
**Category:** Frameworks
**Topics:** nvidia, agent, framework

## Summary

NVIDIA NeMo can turn agent failures into prioritized issues and custom evaluations to improve prompts, tools, models, memory, skills, and harness code\. The tutorial walks through an optimization cycle using NVIDIA NeMo Compass and NVIDIA NeMo Eval Author\. The example agent is a Hermes enterprise assistant for a fictional company\.

## Sources

- [Story source](<https://developer.nvidia.com/blog/use-nvidia-nemo-to-turn-agent-failures-into-tests-and-harness-fixes/>)