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ramakrishnap-nv merged 2 commits into from
May 29, 2026
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skills/cuopt-skill-evolution: add eval #1337

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skills/cuopt-skill-evolution: add eval
ramakrishnap-nv May 29, 2026
93a80e3
Attach NVSkills validation signatures
svc-nvskills-signing May 29, 2026
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10 changes: 5 additions & 5 deletions skills/cuopt-skill-evolution/BENCHMARK.md
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Expand Up @@ -9,7 +9,7 @@ This benchmark summarizes 3-Tier Evaluation from NVSkills-Eval results for the s
- Skill: `cuopt-skill-evolution`
- Evaluation date: 2026-05-29
- NVSkills-Eval profile: `external`
- Overall verdict: PASS
- Overall verdict: FAIL
- Tier 3 live agent evaluation: not available in this report

## Agents Used
Expand Down Expand Up @@ -40,15 +40,15 @@ Tier 3 dimension rollup was not available in this report.

## Tier 1: Static Validation Summary

Tier 1 validation passed with observations. NVSkills-Eval ran 9 checks and found 13 total findings.
Tier 1 validation reported findings. NVSkills-Eval ran 9 checks and found 13 total findings.

Top findings:

- MEDIUM QUALITY/quality_discoverability: Description contains vague words (`skills/cuopt-skill-evolution/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/cuopt-skill-evolution/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Examples' (`skills/cuopt-skill-evolution/SKILL.md`)
- MEDIUM SECURITY/Unknown (SQP-1): The skill description states it is 'Always active — applies to every interaction' without defining specific trigger phra (`skill-card.md:2`)
- MEDIUM SECURITY/Unknown (SQP-2): The skill is designed to 'propose skill updates so future interactions benefit automatically,' which implies it can reco (`skill-card.md:2`)
- MEDIUM SECURITY/Unknown (SQP-1): The skill is described as 'Always active — applies to every interaction,' which combined with a vague trigger condition (`skill-card.md:2`)
- LOW QUALITY/quality_discoverability: Description doesn't mention WHEN to use this skill (`skills/cuopt-skill-evolution/SKILL.md`)

## Tier 2: Deduplication Summary

Expand All @@ -61,4 +61,4 @@ Notable observations:

## Publication Recommendation

The skill is suitable to proceed toward NVSkills-Eval publication based on this benchmark. Skill owners should keep this file with the skill and refresh it when the evaluation dataset, skill behavior, or target agents materially change.
The skill should be reviewed before NVSkills-Eval publication. Skill owners should address the findings above and rerun NVSkills-Eval to refresh this benchmark.
14 changes: 14 additions & 0 deletions skills/cuopt-skill-evolution/evals/evals.json
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@@ -0,0 +1,14 @@
[
{
"id": "evo-eval-001-trigger-recognized",
"question": "I corrected your last answer because you suggested an API method that doesn't exist in cuopt-routing. You then found the right method. Should you do anything else?",
"expected_skill": "cuopt-skill-evolution",
"expected_script": null,
"ground_truth": "Yes. The user correction is a trigger for the cuopt-skill-evolution workflow. After solving the user's original task, the agent distills the generalizable learning, targets the single highest-impact skill (here cuopt-routing-api-python — the API skill where the missing method lives), and presents a proposal in the four-field format (Target, Trigger, Scored, Diff) for the user to approve before any change is applied.",

@coderabbitai coderabbitai Bot May 29, 2026

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⚠️ Potential issue | 🔴 Critical | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# Description: Extract the proposal format specification from SKILL.md

rg -A 10 'Proposal format' skills/cuopt-skill-evolution/SKILL.md

Repository: NVIDIA/cuopt

Length of output: 638

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "=== skills/cuopt-skill-evolution/SKILL.md: Proposal format section ==="
# Print a bit more context around the proposal format text
rg -n "Proposal format" skills/cuopt-skill-evolution/SKILL.md
sed -n '1,200p' skills/cuopt-skill-evolution/SKILL.md | head -n 220

echo
echo "=== skills/cuopt-skill-evolution/evals/evals.json: lines 1-40 ==="
nl -ba skills/cuopt-skill-evolution/evals/evals.json | sed -n '1,60p'

echo
echo "=== occurrences of 'four-field' and 'Removal' in evals.json ==="
rg -n "four-field|Removal|Diff" skills/cuopt-skill-evolution/evals/evals.json || true

Repository: NVIDIA/cuopt

Length of output: 14265

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "=== skills/cuopt-skill-evolution/SKILL.md: lines 110-150 ==="
sed -n '110,150p' skills/cuopt-skill-evolution/SKILL.md

echo
echo "=== skills/cuopt-skill-evolution/evals/evals.json: lines 1-25 (with line numbers via python) ==="
python3 - <<'PY'
import itertools, json
path = "skills/cuopt-skill-evolution/evals/evals.json"
with open(path, "r", encoding="utf-8") as f:
    lines = f.readlines()
for i, line in enumerate(lines[:25], start=1):
    print(f"{i:>3}: {line.rstrip()}")
PY

echo
echo "=== occurrences in evals.json of key field terms ==="
rg -n "four-field|Removal|Diff" skills/cuopt-skill-evolution/evals/evals.json || true

Repository: NVIDIA/cuopt

Length of output: 4490

Fix eval’s “four-field format” wording to include Removal (per SKILL.md proposal contract)

skills/cuopt-skill-evolution/evals/evals.json describes a “four-field format (Target, Trigger, Scored, Diff)”, but skills/cuopt-skill-evolution/SKILL.md’s “Skill update proposal” block includes Removal: no|yes as well (Target/Trigger/Scored/Removal/Diff). Also request /nvskills-ci and ensure pre-commit run --all-files --show-diff-on-failure is run.

🔧 Proposed fix to include all five fields 
-    "ground_truth": "Yes. The user correction is a trigger for the cuopt-skill-evolution workflow. After solving the user's original task, the agent distills the generalizable learning, targets the single highest-impact skill (here cuopt-routing-api-python — the API skill where the missing method lives), and presents a proposal in the four-field format (Target, Trigger, Scored, Diff) for the user to approve before any change is applied.",
+    "ground_truth": "Yes. The user correction is a trigger for the cuopt-skill-evolution workflow. After solving the user's original task, the agent distills the generalizable learning, targets the single highest-impact skill (here cuopt-routing-api-python — the API skill where the missing method lives), and presents a proposal in the five-field format (Target, Trigger, Scored, Removal, Diff) for the user to approve before any change is applied.",
     "expected_behavior": [
       "Identifies the user correction as a cuopt-skill-evolution trigger and targets the cuopt-routing-api-python skill",
-      "Presents a proposal in the four-field format (Target, Trigger, Scored, Diff) and does not apply the change without user approval",
+      "Presents a proposal in the five-field format (Target, Trigger, Scored, Removal, Diff) and does not apply the change without user approval",
       "Does not propose modifying cuopt-skill-evolution itself (self-modify is forbidden)"
     ]
📝 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
"ground_truth": "Yes. The user correction is a trigger for the cuopt-skill-evolution workflow. After solving the user's original task, the agent distills the generalizable learning, targets the single highest-impact skill (here cuopt-routing-api-python — the API skill where the missing method lives), and presents a proposal in the four-field format (Target, Trigger, Scored, Diff) for the user to approve before any change is applied.",
"ground_truth": "Yes. The user correction is a trigger for the cuopt-skill-evolution workflow. After solving the user's original task, the agent distills the generalizable learning, targets the single highest-impact skill (here cuopt-routing-api-python — the API skill where the missing method lives), and presents a proposal in the five-field format (Target, Trigger, Scored, Removal, Diff) for the user to approve before any change is applied.",
"expected_behavior": [
"Identifies the user correction as a cuopt-skill-evolution trigger and targets the cuopt-routing-api-python skill",
"Presents a proposal in the five-field format (Target, Trigger, Scored, Removal, Diff) and does not apply the change without user approval",
"Does not propose modifying cuopt-skill-evolution itself (self-modify is forbidden)"
]
🤖 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-skill-evolution/evals/evals.json` at line 7, Update the eval
description in the "ground_truth" text inside evals.json to reflect the
five-field "Skill update proposal" contract (Target, Trigger, Scored, Removal,
Diff) instead of four fields, and append the CI/request instructions to ask for
"/nvskills-ci" and to run "pre-commit run --all-files --show-diff-on-failure";
locate the string in skills/cuopt-skill-evolution/evals/evals.json (the
"ground_truth" value) and the SKILL.md "Skill update proposal" reference to
ensure wording matches exactly.

"expected_behavior": [
"Identifies the user correction as a cuopt-skill-evolution trigger and targets the cuopt-routing-api-python skill",
"Presents a proposal in the four-field format (Target, Trigger, Scored, Diff) and does not apply the change without user approval",
"Does not propose modifying cuopt-skill-evolution itself (self-modify is forbidden)"
]
}
]
13 changes: 5 additions & 8 deletions skills/cuopt-skill-evolution/skill-card.md
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Expand Up @@ -7,9 +7,9 @@ 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 using cuOpt agent skills who need to continuously improve skill quality by capturing generalizable learnings from agent interactions into reusable skill updates. <br>
Developers and engineers use this skill to automatically detect generalizable learnings from agent-assisted problem solving and propose skill updates so future interactions benefit. <br>

### Deployment Geography for Use: <br>
Global <br>
Expand All @@ -19,17 +19,14 @@ Risk: Review before execution as proposals could introduce incorrect or misleadi
Mitigation: Review and scan skill before deployment. <br>

## Reference(s): <br>
- [Skill Evolution SKILL.md](skills/cuopt-skill-evolution/SKILL.md) <br>
- [SKILL.md](skills/cuopt-skill-evolution/SKILL.md) <br>


## Skill Output: <br>
**Output Type(s):** [Analysis, Code] <br>
**Output Format:** [Markdown with inline code diffs] <br>
**Output Format:** [Markdown] <br>
**Output Parameters:** [1D] <br>
**Other Properties Related to Output:** [Proposals require explicit user approval before application] <br>

## Evaluation Tasks: <br>
NVSkills-Eval `external` profile, 3-Tier evaluation. Overall verdict: PASS. Tier 1 static validation: 9 checks (passed with observations). Tier 2 deduplication: 2 checks (passed). <br>
**Other Properties Related to Output:** [None] <br>

@coderabbitai coderabbitai Bot May 29, 2026

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⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Potential inconsistency between risk documentation and output properties.

Line 29 now states [None] for "Other Properties Related to Output," removing the previous documentation that "proposals require explicit user approval before application." However, line 18 still documents: "Risk: Review before execution as proposals could introduce incorrect or misleading guidance into skills."

If proposals from this skill require review/approval before execution (as line 18 suggests), this property should be documented in the output properties section. Changing it to [None] may mislead users about the approval workflow.

Please verify whether:

  1. The skill output no longer requires approval (in which case line 18 should also be updated), or
  2. Approval is still required (in which case line 29 should document this property)
🤖 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-skill-evolution/skill-card.md` at line 29, The documentation is
inconsistent: the "Risk: Review before execution..." note in the skill-card.md
(the Risk paragraph) indicates proposals require explicit user approval, but
"Other Properties Related to Output" currently shows "[None]"; either reflect
that approval is required by adding a property like "proposals require explicit
user approval before application" under the Other Properties Related to Output
section, or if approval is no longer required, remove/update the Risk line to
match the new workflow—edit the "Other Properties Related to Output" heading or
the "Risk: Review before execution..." line so both state the same approval
requirement.


## Evaluation Metrics Used: <br>
Reported benchmark dimensions: <br>
Expand Down
2 changes: 1 addition & 1 deletion skills/cuopt-skill-evolution/skill.oms.sig
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@@ -1 +1 @@
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