ci: nudge multi-objective skill to trigger eval #1392
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| # Evaluation Report | ||
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| Evaluation of the `cuopt-multi-objective-exploration` skill before publication through NVSkills-Eval. | ||
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| This benchmark summarizes 3-Tier Evaluation from NVSkills-Eval results for the skill. The goal is to document whether the skill is safe, discoverable, effective, and useful for agents before it is published for broader workflow use. | ||
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| ## Evaluation Summary | ||
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| - Skill: `cuopt-multi-objective-exploration` | ||
| - Evaluation date: 2026-06-04 | ||
| - NVSkills-Eval profile: `external` | ||
| - Environment: `astra-sandbox` | ||
| - Dataset: 3 evaluation tasks | ||
| - Attempts per task: 2 | ||
| - Pass threshold: 50% | ||
| - Overall verdict: PASS | ||
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| ## Agents Used | ||
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| - `claude-code` | ||
| - `codex` | ||
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| ## Metrics Used | ||
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| Reported benchmark dimensions: | ||
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| - Security: checks whether skill-assisted execution avoids unsafe behavior such as secret leakage, destructive commands, or unauthorized access. | ||
| - Correctness: checks whether the agent follows the expected workflow and produces the correct final output. | ||
| - Discoverability: checks whether the agent loads the skill when relevant and avoids using it when irrelevant. | ||
| - Effectiveness: checks whether the agent performs measurably better with the skill than without it. | ||
| - Efficiency: checks whether the agent uses fewer tokens and avoids redundant work. | ||
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| Underlying evaluation signals used in this run: | ||
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| - `security` (Security): checks for unsafe operations, secret leakage, and unauthorized access. | ||
| - `skill_execution` (Skill Execution): verifies that the agent loaded the expected skill and workflow. | ||
| - `skill_efficiency` (Efficiency): checks routing quality, decoy avoidance, and redundant tool usage. | ||
| - `accuracy` (Accuracy): grades final-answer correctness against the reference answer. | ||
| - `goal_accuracy` (Goal Accuracy): checks whether the overall user task completed successfully. | ||
| - `behavior_check` (Behavior Check): verifies expected behavior steps, including safety expectations. | ||
| - `token_efficiency` (Token Efficiency): compares token usage with and without the skill. | ||
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| ## Test Tasks | ||
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| The benchmark dataset contained 3 evaluation tasks: | ||
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| - Positive tasks: 2 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. | ||
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| Task composition is derived from the evaluation dataset when possible. Entries with `expected_skill` set are treated as positive skill-activation cases, while entries with `expected_skill: null` are treated as negative activation cases. | ||
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| ## Results | ||
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| | Dimension | Num | `claude-code` | `codex` | | ||
| |---|---:|---:|---:| | ||
| | Security | 6 | 100% (+0%) | 100% (+0%) | | ||
| | Correctness | 6 | 82% (+27%) | 78% (+15%) | | ||
| | Discoverability | 6 | 67% (+33%) | 64% (+23%) | | ||
| | Effectiveness | 6 | 87% (+16%) | 80% (+8%) | | ||
| | Efficiency | 6 | 71% (+22%) | 63% (+13%) | | ||
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| 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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| ## Tier 1: Static Validation Summary | ||
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| Tier 1 validation passed with observations. NVSkills-Eval ran 9 checks and found 9 total findings. | ||
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| Top findings: | ||
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| - MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/cuopt-multi-objective-exploration/SKILL.md`) | ||
| - MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Examples' (`skills/cuopt-multi-objective-exploration/SKILL.md`) | ||
| - LOW QUALITY/quality_discoverability: Description doesn't mention WHEN to use this skill (`skills/cuopt-multi-objective-exploration/SKILL.md`) | ||
| - LOW QUALITY/quality_discoverability: No '## Purpose' section (`skills/cuopt-multi-objective-exploration/SKILL.md`) | ||
| - LOW QUALITY/quality_reliability: No mention of error handling or validation (`skills/cuopt-multi-objective-exploration/SKILL.md`) | ||
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| ## Tier 2: Deduplication Summary | ||
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| Tier 2 validation passed. NVSkills-Eval ran 2 checks and found 0 total findings. | ||
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| Notable observations: | ||
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| - Context Deduplication: Collected 1 file(s) | ||
| - Inter-Skill Deduplication: Parsed skill 'cuopt-multi-objective-exploration': 145 char description | ||
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| ## Publication Recommendation | ||
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| 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. |
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| ## Description: <br> | ||||||||||||||||||||||||||||||||||||||||||||
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There was a problem hiding this comment. 🧩 Analysis chain🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
gh pr view "$PR" --repo "$REPO" --json comments,commits,statusCheckRollup \
| jq -r '
def maintainer: .=="OWNER" or .=="MEMBER" or .=="COLLABORATOR";
"Maintainer /nvskills-ci comments:",
(
[.comments[]?
| select((.body | test("^/nvskills-ci\\b")) and (.authorAssociation | maintainer))
| (.author.login + " [" + .authorAssociation + "]")]
| if length==0 then "NONE" else .[] end
),
"",
"Commits missing DCO Signed-off-by:",
(
[.commits[]?
| select(((.messageBody // "") | test("(?m)^Signed-off-by:\\s+.+<.+>$")) | not)
| .oid[0:7]]
| if length==0 then "NONE" else .[] end
),
"",
"Status checks:",
(.statusCheckRollup[]? | (.context + ": " + (.state // "UNKNOWN")))
'Repository: NVIDIA/cuopt Length of output: 446 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Get full-ish objects for status checks (trim fields to keep output small)
gh pr view "$PR" --repo "$REPO" --json statusCheckRollup \
| jq -r '
"statusCheckRollup_count=" + ((.statusCheckRollup|length|tostring)),
(.statusCheckRollup[]?
| {context:(.context//null), state:(.state//null), description:(.description//null), detailsUrl:(.detailsUrl//null), checkSuite:(.checkSuiteId//null), checkRun:(.checkRunId//null)}
| tojson
)
'Repository: NVIDIA/cuopt Length of output: 3852 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Check for /nvskills-ci comments with authorAssociation and exact body text
gh pr view "$PR" --repo "$REPO" --json comments \
| jq -r '
"nvskills-ci comments:",
([.comments[]?
| select(.body|test("^/nvskills-ci\\b"))
| {login:.author.login, assoc:.authorAssociation, body:.body}]
| sort_by(.login)
| .[]
] | .)
'Repository: NVIDIA/cuopt Length of output: 194 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Validate which commit(s) are missing DCO and show their Signed-off-by lines presence
gh pr view "$PR" --repo "$REPO" --json commits \
| jq -r '
"Total commits=" + ((.commits|length|tostring)),
([
.commits[]?
| {oid:(.oid//""|tostring), short:(.oid[0:7]//""), hasDco:(((.messageBody//"")|test("(?m)^Signed-off-by:\\s+.+<.+>$")))}
| select(.hasDco==false)
| .oid[0:7]
] | if length==0 then "DCO: NONE_MISSING" else ("Commits missing DCO Signed-off-by: " + (join(", "))) end),
# Show the commit messageBody for the missing ones (truncated)
([
.commits[]?
| select(((.messageBody//"")|test("(?m)^Signed-off-by:\\s+.+<.+>$"))|not)
| {oid:(.oid|tostring), messageBody:(.messageBody//""|gsub("\n";"\\n")|.[:600])}
] | .[])
'Repository: NVIDIA/cuopt Length of output: 249 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Pull richer check data (often `statusCheckRollup` lacks context/state)
gh pr view "$PR" --repo "$REPO" --json checks,checkSuites,commits \
| jq -r '
"checks_count=" + ((.checks|length|tostring)),
(.checks[]?
| {name:(.name//null), conclusion:(.conclusion//null), status:(.status//null), detailsUrl:(.detailsUrl//null), checkSuite:(.checkSuite?.name//null), checkRun:(.checkRunId//null)}
| tojson
),
"",
"checkSuites_count=" + ((.checkSuites|length|tostring)),
(.checkSuites[]?
| {name:(.name//null), state:(.state//null), conclusion:(.conclusion//null), status:(.status//null), detailsUrl:(.detailsUrl//null)}
| tojson
)
'Repository: NVIDIA/cuopt Length of output: 724 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Search comments timeline for /nvskills-ci and for any response text mentioning success/failure
gh pr view "$PR" --repo "$REPO" --json comments \
| jq -r '
([.comments[]?
| select((.body//""|test("/nvskills-ci\\b")))
| {login:.author.login, assoc:(.authorAssociation//null), body:(.body//""|gsub("\n";"\\n")|.[:200])}
])
'Repository: NVIDIA/cuopt Length of output: 154 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
# Get PR head SHA
SHA="$(gh pr view "$PR" --repo "$REPO" --json headRefOid -q .headRefOid)"
echo "headRefOid=$SHA"
# Find any NVSkills-related success/failure text in PR comments
gh pr view "$PR" --repo "$REPO" --json comments \
| jq -r '
[ .comments[]?
| {login:.author.login, assoc:(.authorAssociation//""), body:(.body//"")}
| select((.body|ascii_downcase|test("nvskills")) or (.body|ascii_downcase|test("skills ci")) or (.body|ascii_downcase|test("validated")) or (.body|ascii_downcase|test("\\bpassed\\b|\\bpass\\b")) or (.body|ascii_downcase|test("\\bfailed\\b|\\bfail\\b")) or (.body|ascii_downcase|test("success")) or (.body|ascii_downcase|test("failure")) or (.body|ascii_downcase|test("validation")) or (.body|ascii_downcase|test("^/nvskills-ci\\b"))
]
| map({login,assoc,body:(.body|gsub("\n";"\\n")|.[:220])})
| sort_by(.login)
| .[]
'Repository: NVIDIA/cuopt Length of output: 281 🏁 Script executed: #!/bin/bash
set -euo pipefail
REPO="NVIDIA/cuopt"
PR="1392"
SHA="$(gh pr view "$PR" --repo "$REPO" --json headRefOid -q .headRefOid)"
echo "headRefOid=$SHA"
# List check-runs on the PR head commit; filter for NVSkills/skills-related names.
gh api "repos/${REPO}/commits/${SHA}/check-runs" --paginate \
| jq -r '
.check_runs? // []
| map({
name:(.name//null),
status:(.status//null),
conclusion:(.conclusion//null)
})
| map(select((.name|ascii_downcase|test("nvskills|skills"))))
| (if length==0 then [{name:"NONE_MATCHING",status:null,conclusion:null}] else . end)
| .[]
| tojson
'Repository: NVIDIA/cuopt Length of output: 165 Fix required: missing DCO sign-off and NVSkills CI validation not evidenced for
🤖 Prompt for AI Agents |
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| Trace and interpret the Pareto frontier across competing objectives using repeated single-objective cuOpt solves (weighted-sum and ε-constraint). <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| This skill is ready for commercial/non-commercial use. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Owner | ||||||||||||||||||||||||||||||||||||||||||||
| NVIDIA <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ### License/Terms of Use: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Apache 2.0 <br> | ||||||||||||||||||||||||||||||||||||||||||||
| ## Use Case: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Developers and optimization engineers exploring multi-objective tradeoffs across LP, MILP, QP, and routing problems to present decision-makers with the full Pareto frontier rather than a single collapsed optimum. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ### Deployment Geography for Use: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Global <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## 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> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## 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> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Skill Output: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **Output Type(s):** [Analysis, Code] <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **Output Format:** [Markdown with inline code blocks] <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **Output Parameters:** [1D] <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **Other Properties Related to Output:** [None] <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Evaluation Agents Used: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Claude Code (`claude-code`) <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Codex (`codex`) <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Evaluation Tasks: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Evaluated against 3 internal evaluation tasks (2 positive skill-activation, 1 negative) with 2 attempts per task. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Evaluation Metrics Used: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Reported benchmark dimensions: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Security: Checks whether skill-assisted execution avoids unsafe behavior such as secret leakage, destructive commands, or unauthorized access. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Correctness: Checks whether the agent follows the expected workflow and produces the correct final output. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Discoverability: Checks whether the agent loads the skill when relevant and avoids using it when irrelevant. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Effectiveness: Checks whether the agent performs measurably better with the skill than without it. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - Efficiency: Checks whether the agent uses fewer tokens and avoids redundant work. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| Underlying evaluation signals used in this run: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `security`: Checks for unsafe operations, secret leakage, and unauthorized access. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `skill_execution`: Verifies that the agent loaded the expected skill and workflow. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `skill_efficiency`: Checks routing quality, decoy avoidance, and redundant tool usage. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `accuracy`: Grades final-answer correctness against the reference answer. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `goal_accuracy`: Checks whether the overall user task completed successfully. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `behavior_check`: Verifies expected behavior steps, including safety expectations. <br> | ||||||||||||||||||||||||||||||||||||||||||||
| - `token_efficiency`: Compares token usage with and without the skill. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Evaluation Results: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| | Dimension | Num | `claude-code` | `codex` | | ||||||||||||||||||||||||||||||||||||||||||||
| |---|---:|---:|---:| | ||||||||||||||||||||||||||||||||||||||||||||
| | Security | 6 | 100% (+0%) | 100% (+0%) | | ||||||||||||||||||||||||||||||||||||||||||||
| | Correctness | 6 | 82% (+27%) | 78% (+15%) | | ||||||||||||||||||||||||||||||||||||||||||||
| | Discoverability | 6 | 67% (+33%) | 64% (+23%) | | ||||||||||||||||||||||||||||||||||||||||||||
| | Effectiveness | 6 | 87% (+16%) | 80% (+8%) | | ||||||||||||||||||||||||||||||||||||||||||||
| | Efficiency | 6 | 71% (+22%) | 63% (+13%) | | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Testing Completed: <br> | ||||||||||||||||||||||||||||||||||||||||||||
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Comment on lines
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There was a problem hiding this comment. Add blank lines around the table to satisfy markdownlint (MD058). Suggested fix ## Evaluation Results: <br>
+
| Dimension | Num | `claude-code` | `codex` |
|---|---:|---:|---:|
| Security | 6 | 100% (+0%) | 100% (+0%) |
| Correctness | 6 | 82% (+27%) | 78% (+15%) |
| Discoverability | 6 | 67% (+33%) | 64% (+23%) |
| Effectiveness | 6 | 87% (+16%) | 80% (+8%) |
| Efficiency | 6 | 71% (+22%) | 63% (+13%) |
+
## Testing Completed: <br>📝 Committable suggestion
Suggested change
🧰 Tools🪛 markdownlint-cli2 (0.22.1)[warning] 61-61: Tables should be surrounded by blank lines (MD058, blanks-around-tables) 🤖 Prompt for AI Agents |
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| **[x] Agent Red-Teaming** <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **[ ] Network Security** <br> | ||||||||||||||||||||||||||||||||||||||||||||
| **[ ] Product Security** <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Skill Version(s): <br> | ||||||||||||||||||||||||||||||||||||||||||||
| 26.08.00 (source: frontmatter) <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| ## Ethical Considerations: <br> | ||||||||||||||||||||||||||||||||||||||||||||
| NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal team to ensure this skill meets requirements for the relevant industry and use case and addresses unforeseen product misuse. <br> | ||||||||||||||||||||||||||||||||||||||||||||
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| (For Release on NVIDIA Platforms Only) <br> | ||||||||||||||||||||||||||||||||||||||||||||
| Please report quality, risk, security vulnerabilities or NVIDIA AI Concerns [here](https://app.intigriti.com/programs/nvidia/nvidiavdp/detail). <br> | ||||||||||||||||||||||||||||||||||||||||||||
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There was a problem hiding this comment. Use descriptive link text instead of “here” (MD059). Suggested fix-Please report quality, risk, security vulnerabilities or NVIDIA AI Concerns [here](https://app.intigriti.com/programs/nvidia/nvidiavdp/detail). <br>
+Please report quality, risk, security vulnerabilities, or NVIDIA AI concerns through the [NVIDIA Vulnerability Disclosure Program portal](https://app.intigriti.com/programs/nvidia/nvidiavdp/detail). <br>📝 Committable suggestion
Suggested change
🧰 Tools🪛 markdownlint-cli2 (0.22.1)[warning] 81-81: Link text should be descriptive (MD059, descriptive-link-text) 🤖 Prompt for AI Agents |
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This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1 @@ | ||
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🧩 Analysis chain
🏁 Script executed:
Repository: NVIDIA/cuopt
Length of output: 178
🏁 Script executed:
Repository: NVIDIA/cuopt
Length of output: 143
Add DCO sign-off to commits before merging.
Commit f0ad3b7 is missing the required
Signed-off-bytrailer. Amend all commits withgit commit --amend -sand force-push to satisfy DCO policy for**/*files.🤖 Prompt for AI Agents