In the news
Use NVIDIA NeMo to Turn Agent Failures into Tests and Harness Fixes
NVIDIA Developer · Published · 3 min read
In 30 seconds
- What happened
- NVIDIA NeMo tools help identify and fix agent failures by analyzing traces, creating custom tests, and measuring improvements systematically.
- Why it matters
- Engineers building production agents need this when generic benchmarks don't explain domain-specific failures or tool misuse in their systems.
- Watch out
- The approach requires substantial infrastructure: Docker, specific hardware, coding agents, and hundreds to thousands of evaluation examples for production use.
- agent
- prompt
- eval
- benchmark
The patterns behind this
- Agentic Context Engineering (Evolving Playbook)
- Eval-Driven Development (Agent CI)
- Tool Misuse Prevention Pattern
Each one covers how the technique works, when it earns its cost, and where it breaks.
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