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ramakrishnap-nv merged 3 commits into from
Jun 26, 2026
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skills(cuopt-developer): update for mathematical_optimization namespace refactor #1475

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skills(cuopt-developer): update for mathematical_optimization namespa…
ramakrishnap-nv Jun 26, 2026
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skills(cuopt-developer): remove accidentally committed upstream-patch…
ramakrishnap-nv Jun 26, 2026
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Attach NVSkills validation signatures
svc-nvskills-signing Jun 26, 2026
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10 changes: 5 additions & 5 deletions skills/cuopt-developer/BENCHMARK.md
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Expand Up @@ -7,7 +7,7 @@ This benchmark summarizes 3-Tier Evaluation from NVSkills-Eval results for the s
## Evaluation Summary

- Skill: `cuopt-developer`
- Evaluation date: 2026-06-22
- Evaluation date: 2026-06-26
- NVSkills-Eval profile: `external`
- Environment: `astra-sandbox`
- Dataset: 3 evaluation tasks
Expand Down Expand Up @@ -55,10 +55,10 @@ Task composition is derived from the evaluation dataset when possible. Entries w
| Dimension | Num | `claude-code` | `codex` |
|---|---:|---:|---:|
| Security | 3 | 100% (+0%) | 100% (+0%) |
| Correctness | 3 | 82% (+25%) | 93% (+34%) |
| Discoverability | 3 | 67% (+50%) | 88% (+52%) |
| Effectiveness | 3 | 91% (+27%) | 86% (+27%) |
| Efficiency | 3 | 71% (+46%) | 84% (+40%) |
| Correctness | 3 | 75% (+20%) | 89% (+26%) |
| Discoverability | 3 | 42% (+25%) | 72% (+41%) |
| Effectiveness | 3 | 95% (+40%) | 90% (+29%) |
| Efficiency | 3 | 48% (+22%) | 69% (+34%) |

Score values show skill-assisted performance. Values in parentheses show uplift versus the no-skill baseline when baseline data is available.

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1 change: 1 addition & 0 deletions skills/cuopt-developer/SKILL.md
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Expand Up @@ -13,6 +13,7 @@ metadata:
- python-bindings
---


# cuOpt Developer Skill

Contribute to the NVIDIA cuOpt codebase. This skill is for modifying cuOpt itself, not for using it.
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44 changes: 25 additions & 19 deletions skills/cuopt-developer/skill-card.md
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Expand Up @@ -7,44 +7,50 @@ This skill is ready for commercial/non-commercial use. <br>
NVIDIA <br>

### License/Terms of Use: <br>
Apache-2.0 <br>
Apache 2.0 <br>
## Use Case: <br>
Developers and engineers who modify, build, test, debug, and contribute to the NVIDIA cuOpt solver codebase, including C++/CUDA engine internals, Python bindings, server endpoints, CI pipelines, and documentation. <br>
Developers and engineers who modify, build, test, debug, and contribute to the NVIDIA cuOpt optimization engine codebase, including C++/CUDA solver internals, Python bindings, server components, and CI workflows. <br>

### Deployment Geography for Use: <br>
Global <br>

## Requirements / Dependencies: <br>
**Requires API Key or External Credential:** [Not Specified] <br>
**Credential Type(s):** [None identified] <br>
Comment on lines +17 to +19

@coderabbitai coderabbitai Bot Jun 26, 2026

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🎯 Functional Correctness | 🟡 Minor | ⚡ Quick win

Make the credential requirement explicit.

Line 18 marks the requirement as unknown, but Line 19 already says no credential types were identified. Use an explicit No here so consumers do not treat the skill prerequisites as unresolved.

Suggested edit 
-**Requires API Key or External Credential:** [Not Specified] <br>
+**Requires API Key or External Credential:** [No] <br>
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
## Requirements / Dependencies: <br>
**Requires API Key or External Credential:** [Not Specified] <br>
**Credential Type(s):** [None identified] <br>
## Requirements / Dependencies: <br>
**Requires API Key or External Credential:** [No] <br>
**Credential Type(s):** [None identified] <br>
🤖 Prompt for AI Agents 
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@skills/cuopt-developer/skill-card.md` around lines 17 - 19, The skill card’s
Requirements/Dependencies section leaves the API key or external credential
requirement ambiguous, while the credential types already indicate none are
needed. Update the Requirements / Dependencies entry in the skill-card content
to make the credential requirement explicit by using a clear “No” value, and
keep the existing credential type summary aligned with that explicit statement.


Do not include secrets in prompts/logs/output; use least-privilege credentials; rotate keys as appropriate. <br>

## Known Risks and Mitigations: <br>
Risk: Review before execution as proposals could introduce incorrect or misleading guidance into skills. <br>
Mitigation: Review and scan skill before deployment. <br>

## Reference(s): <br>
- [cuOpt User Guide](https://docs.nvidia.com/cuopt/user-guide/latest/introduction.html) <br>
- [cuOpt GitHub Repository](https://github.com/NVIDIA/cuopt) <br>
- [Build and Test Reference](references/build_and_test.md) <br>
- [Contributing Guide](references/contributing.md) <br>
- [Coding Conventions](references/conventions.md) <br>
- [First-Time Setup](references/first_time_setup.md) <br>
- [Python Bindings Architecture](references/python_bindings.md) <br>
- [Build and Test](references/build_and_test.md) <br>
- [Contributing](references/contributing.md) <br>
- [Conventions](references/conventions.md) <br>
- [First Time Setup](references/first_time_setup.md) <br>
- [Python Bindings](references/python_bindings.md) <br>
- [Troubleshooting](references/troubleshooting.md) <br>
- [VRP Dimension Internals](references/vrp_skills.md) <br>
- [Numerical Debugging Methodology](resources/numerical_debugging.md) <br>
- [VRP Skills](references/vrp_skills.md) <br>
- [Numerical Debugging](resources/numerical_debugging.md) <br>
- [cuOpt User Guide](https://docs.nvidia.com/cuopt/user-guide/latest/introduction.html) <br>
- [cuOpt Examples](https://github.com/NVIDIA/cuopt-examples) <br>


## Skill Output: <br>
**Output Type(s):** [Code, Shell commands, Configuration instructions] <br>
**Output Format:** [Markdown with inline code blocks] <br>
**Output Format:** [Markdown with inline bash code blocks] <br>
**Output Parameters:** [1D] <br>
**Other Properties Related to Output:** [None] <br>

## Evaluation Agents Used: <br>
- claude-code <br>
- codex <br>
- `claude-code` <br>
- `codex` <br>



## Evaluation Tasks: <br>
Evaluated against 3 internal evaluation tasks in astra-sandbox environment using NVSkills-Eval external profile. <br>
Evaluated against 3 evaluation tasks in the astra-sandbox environment using the external NVSkills-Eval profile. All tasks were positive skill-activation cases with 1 attempt per task and a 50% pass threshold. Overall verdict: PASS. <br>

## Evaluation Metrics Used: <br>
Reported benchmark dimensions: <br>
Expand All @@ -69,10 +75,10 @@ Underlying evaluation signals used in this run: <br>
| Dimension | Num | `claude-code` | `codex` |
|---|---:|---:|---:|
| Security | 3 | 100% (+0%) | 100% (+0%) |
| Correctness | 3 | 82% (+25%) | 93% (+34%) |
| Discoverability | 3 | 67% (+50%) | 88% (+52%) |
| Effectiveness | 3 | 91% (+27%) | 86% (+27%) |
| Efficiency | 3 | 71% (+46%) | 84% (+40%) |
| Correctness | 3 | 75% (+20%) | 89% (+26%) |
| Discoverability | 3 | 42% (+25%) | 72% (+41%) |
| Effectiveness | 3 | 95% (+40%) | 90% (+29%) |
| Efficiency | 3 | 48% (+22%) | 69% (+34%) |

## Skill Version(s): <br>
26.08.00 (source: frontmatter) <br>
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2 changes: 1 addition & 1 deletion skills/cuopt-developer/skill.oms.sig
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