nat-optimization

Use when configuring or running NeMo Agent Toolkit optimization with `nat optimize`, including Optuna parameter tuning, prompt evolution, optimizer sizing…

Skill by NVIDIA

IndexedApache-2.0★ 2,670

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About

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.

Use cases: agent-building

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Files it touches

~/.claude/skills/nat-optimization

What's inside

Skill name: 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.
License: Apache-2.0
Instructions: 26 lines in SKILL.md · view on GitHub

Files (7)

SKILL.md
choosing-parameters.md · references/
complete-config-example.md · references/
configuration.md · references/
optimizer_example_dataset.json · references/
output-and-cli.md · references/
overview.md · references/

SKILL.md (first lines)

# 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`

From NVIDIA/NeMo-Agent-Toolkit, Apache-2.0.

Signals

Stars: 2,670
Forks: 802
Open issues: 15
Last commit (this folder): Sep 3, 2026 (1 month ago)
Last release: Sep 10, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License: Apache-2.0
Repository: github.com/NVIDIA/NeMo-Agent-Toolkit
Website: docs.nvidia.com/nemo/agent-toolkit/latest/
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

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nat-optimization skill. Agent Mart. https://agentmart.dev/skills/nvidia-nat-optimization (last updated 2026-10-24)