nat-optimization
Use when configuring or running NeMo Agent Toolkit optimization with `nat optimize`, including Optuna parameter tuning, prompt evolution, optimizer sizing, output interpretation, and optimizer datasets.
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- Repository
- NVIDIA/NeMo-Agent-Toolkit
- Last source activity
- September 3, 2026 at 04:04
- Detected SKILL.md language
- English
- Stars
- 2,687
- Forks
- 814
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- nat-optimization
- description
- Use when configuring or running NeMo Agent Toolkit optimization with `nat optimize`, including Optuna parameter tuning, prompt evolution, optimizer sizing, output interpretation, and optimizer datasets.
- author
- NVIDIA Corporation and Affiliates
- license
- Apache-2.0
# NeMo Agent Toolkit Optimization
Use this skill when improving workflow quality through `nat optimize`.
## Workflow
1. Fix workflow correctness issues before optimizing.
2. Size the run and explain the chosen `n_trials`, parallelism, and stopping behavior.
3. Use separate evaluators for separate quality dimensions.
4. Run `nat optimize` with a generous timeout.
5. Inspect output artifacts before writing tuned values back to workflow YAML.
## Guardrail
Do not kill `nat optimize` mid-run unless the user asks. It writes final artifacts when the study finishes cleanly.
## References
- `references/overview.md`
- `references/choosing-parameters.md`
- `references/configuration.md`
- `references/output-and-cli.md`
- `references/complete-config-example.md`
- `references/optimizer_example_dataset.json`
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