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18 changes: 9 additions & 9 deletions skills/cuopt-multi-objective-exploration/BENCHMARK.md
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Expand Up @@ -7,10 +7,10 @@ This benchmark summarizes 3-Tier Evaluation from NVSkills-Eval results for the s
## Evaluation Summary

- Skill: `cuopt-multi-objective-exploration`
- Evaluation date: 2026-06-12
- Evaluation date: 2026-06-25
- NVSkills-Eval profile: `external`
- Environment: `astra-sandbox`
- Dataset: 4 evaluation tasks
- Dataset: 5 evaluation tasks
- Attempts per task: 1
- Pass threshold: 50%
- Overall verdict: PASS
Expand Down Expand Up @@ -42,9 +42,9 @@ Underlying evaluation signals used in this run:

## Test Tasks

The benchmark dataset contained 4 evaluation tasks:
The benchmark dataset contained 5 evaluation tasks:

- Positive tasks: 3 tasks where the skill was expected to activate.
- Positive tasks: 4 tasks where the skill was expected to activate.
- Negative tasks: 1 tasks where no skill was expected.
- Unlabeled tasks: 0 tasks where positive/negative intent could not be inferred.

Expand All @@ -54,11 +54,11 @@ Task composition is derived from the evaluation dataset when possible. Entries w

| Dimension | Num | `claude-code` | `codex` |
|---|---:|---:|---:|
| Security | 4 | 100% (+0%) | 100% (+0%) |
| Correctness | 4 | 88% (+38%) | 76% (+20%) |
| Discoverability | 4 | 75% (+50%) | 66% (+35%) |
| Effectiveness | 4 | 87% (+15%) | 77% (+5%) |
| Efficiency | 4 | 76% (+33%) | 65% (+22%) |
| Security | 5 | 100% (+0%) | 100% (+0%) |
| Correctness | 5 | 70% (+38%) | 80% (+22%) |
| Discoverability | 5 | 60% (+40%) | 72% (+42%) |
| Effectiveness | 5 | 78% (+25%) | 69% (+6%) |
| Efficiency | 5 | 66% (+26%) | 71% (+30%) |

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: 0 additions & 1 deletion skills/cuopt-multi-objective-exploration/SKILL.md
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Expand Up @@ -15,7 +15,6 @@ metadata:
---



# Multi-Objective Exploration


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33 changes: 17 additions & 16 deletions skills/cuopt-multi-objective-exploration/skill-card.md
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Expand Up @@ -7,25 +7,31 @@ 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 exploring tradeoffs between competing objectives in optimization problems, using cuOpt to trace Pareto frontiers and interpret exchange rates across cost, service level, risk, and other conflicting goals. <br>
Developers and engineers exploring multi-objective tradeoffs (cost vs. service level, return vs. risk, makespan vs. overtime) who need to trace and interpret Pareto frontiers using cuOpt solves rather than collapsing competing objectives into a single weighted number. <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>

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 Examples](https://github.com/NVIDIA/cuopt-examples) <br>
- [cuopt-examples](https://github.com/NVIDIA/cuopt-examples) <br>


## Skill Output: <br>
**Output Type(s):** [Analysis, Code] <br>
**Output Format:** [Markdown with inline code blocks] <br>
**Output Type(s):** [Analysis, Configuration instructions] <br>
**Output Format:** [Markdown with structured tradeoff tables and frontier interpretations] <br>
**Output Parameters:** [1D] <br>
**Other Properties Related to Output:** [None] <br>

Expand All @@ -36,7 +42,7 @@ Mitigation: Review and scan skill before deployment. <br>


## Evaluation Tasks: <br>
Evaluated against 4 tasks (3 positive skill-activation, 1 negative) via NVSkills-Eval external profile. <br>
Evaluated against 5 evaluation tasks (4 positive skill-activation, 1 negative) in NVSkills-Eval external profile. <br>

## Evaluation Metrics Used: <br>
Reported benchmark dimensions: <br>
Expand All @@ -60,16 +66,11 @@ Underlying evaluation signals used in this run: <br>
## Evaluation Results: <br>
| Dimension | Num | `claude-code` | `codex` |
|---|---:|---:|---:|
| Security | 4 | 100% (+0%) | 100% (+0%) |
| Correctness | 4 | 88% (+38%) | 76% (+20%) |
| Discoverability | 4 | 75% (+50%) | 66% (+35%) |
| Effectiveness | 4 | 87% (+15%) | 77% (+5%) |
| Efficiency | 4 | 76% (+33%) | 65% (+22%) |

## Testing Completed: <br>
**[x] Agent Red-Teaming** <br>
**[ ] Network Security** <br>
**[ ] Product Security** <br>
| Security | 5 | 100% (+0%) | 100% (+0%) |
| Correctness | 5 | 70% (+38%) | 80% (+22%) |
| Discoverability | 5 | 60% (+40%) | 72% (+42%) |
| Effectiveness | 5 | 78% (+25%) | 69% (+6%) |
| Efficiency | 5 | 66% (+26%) | 71% (+30%) |

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