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7 changes: 4 additions & 3 deletions docs/skills-index.md
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Expand Up @@ -13,8 +13,8 @@ skills/build-and-dependency/SKILL
skills/bump-dependency/SKILL
skills/testing/SKILL
skills/cicd/SKILL
skills/mlm-bridge-training/SKILL
skills/mbridge-recipe-recommender/SKILL
skills/nemo-mbridge-mlm-bridge-training/SKILL
skills/nemo-mbridge-recipe-recommender/SKILL
```

```{toctree}
Expand Down Expand Up @@ -56,7 +56,8 @@ skills/perf-cpu-offloading/SKILL
:caption: Cluster & Debugging
:maxdepth: 1

skills/multi-node-slurm/SKILL
skills/nemo-mbridge-multi-node-slurm/SKILL
skills/nemo-mbridge-multi-node-slurm/references/templates
```

```{toctree}
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64 changes: 64 additions & 0 deletions skills/nemo-mbridge-mlm-bridge-training/BENCHMARK.md
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# Evaluation Report

Evaluation of the `nemo-mbridge-mlm-bridge-training` skill before publication through NVSkills-Eval.

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.

## Evaluation Summary

- Skill: `nemo-mbridge-mlm-bridge-training`
- Evaluation date: 2026-05-28
- NVSkills-Eval profile: `external`
- Overall verdict: PASS
- Tier 3 live agent evaluation: not available in this report

## Agents Used

- Tier 3 agent details were not available in this report.

## Metrics Used

Reported benchmark dimensions:

- 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.

Underlying evaluation signals used in this run:

- No Tier 3 evaluation signal details were available in this report.

## Test Tasks

Tier 3 evaluation task details were not available in this report.

## Results

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 12 total findings.

Top findings:

- MEDIUM QUALITY/quality_correctness: SKILL_SPEC recommended field missing: 'metadata.author' (`skills/nemo-mbridge-mlm-bridge-training/SKILL.md`)
- MEDIUM QUALITY/quality_correctness: SKILL_SPEC recommended field missing: 'metadata.tags' (`skills/nemo-mbridge-mlm-bridge-training/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/nemo-mbridge-mlm-bridge-training/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Examples' (`skills/nemo-mbridge-mlm-bridge-training/SKILL.md`)
- MEDIUM SCHEMA/author_missing: Author not specified in metadata (`skills/nemo-mbridge-mlm-bridge-training/SKILL.md`)

## Tier 2: Deduplication Summary

Tier 2 validation passed. NVSkills-Eval ran 2 checks and found 0 total findings.

Notable observations:

- Context Deduplication: Collected 1 file(s)
- Inter-Skill Deduplication: Parsed skill 'nemo-mbridge-mlm-bridge-training': 145 char description

## 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.
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---
name: mlm-bridge-training
name: nemo-mbridge-mlm-bridge-training
description: Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, available recipes, and multi-GPU examples.
license: Apache-2.0
when_to_use: Running training, comparing MLM vs Bridge loss curves, translating MLM CLI args to Bridge config, or investigating why loss curves diverged after a commit; 'how do I run training', 'MLM vs Bridge', 'correlation test'.
---

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50 changes: 50 additions & 0 deletions skills/nemo-mbridge-mlm-bridge-training/skill-card.md
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## Description: <br>
Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data, covering correlation testing, available recipes, and multi-GPU examples. <br>

This skill is ready for commercial/non-commercial use. <br>

## Owner
NVIDIA <br>

### License/Terms of Use: <br>
Apache 2.0 <br>
## Use Case: <br>
Developers and engineers running Megatron-LM or Megatron Bridge training, comparing MLM vs Bridge loss curves, translating MLM CLI arguments to Bridge configuration, or investigating training divergence after code changes. <br>

### Deployment Geography for Use: <br>
Global <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>
- [Megatron-LM to Megatron Bridge Guide](docs/megatron-lm-to-megatron-bridge.md) <br>
- [Performance Tuning Guide](docs/performance-guide.md) <br>
- [Megatron Bridge Documentation](https://docs.nvidia.com/nemo/megatron-bridge/latest/) <br>


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

## 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>



## Skill Version(s): <br>
v0.2.0rc6-1465-g0b93319d (source: git describe) <br>

## 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>

(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>
1 change: 1 addition & 0 deletions skills/nemo-mbridge-mlm-bridge-training/skill.oms.sig
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72 changes: 72 additions & 0 deletions skills/nemo-mbridge-multi-node-slurm/BENCHMARK.md
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# Evaluation Report

Evaluation of the `nemo-mbridge-multi-node-slurm` skill before publication through NVSkills-Eval.

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.

## Evaluation Summary

- Skill: `nemo-mbridge-multi-node-slurm`
- Evaluation date: 2026-05-28
- NVSkills-Eval profile: `external`
- Overall verdict: FAIL
- Tier 3 live agent evaluation: not available in this report

## Agents Used

- Tier 3 agent details were not available in this report.

## Metrics Used

Reported benchmark dimensions:

- 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.

Underlying evaluation signals used in this run:

- No Tier 3 evaluation signal details were available in this report.

## Test Tasks

Tier 3 evaluation task details were not available in this report.

## Results

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 15 total findings.

Top findings:

- MEDIUM QUALITY/quality_correctness: SKILL_SPEC recommended field missing: 'metadata.author' (`skills/nemo-mbridge-multi-node-slurm/SKILL.md`)
- MEDIUM QUALITY/quality_correctness: SKILL_SPEC recommended field missing: 'metadata.tags' (`skills/nemo-mbridge-multi-node-slurm/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/nemo-mbridge-multi-node-slurm/SKILL.md`)
- MEDIUM SCHEMA/body_recommended_section: Missing recommended section: '## Examples' (`skills/nemo-mbridge-multi-node-slurm/SKILL.md`)
- MEDIUM SCHEMA/author_missing: Author not specified in metadata (`skills/nemo-mbridge-multi-node-slurm/SKILL.md`)

## Tier 2: Deduplication Summary

Tier 2 validation reported findings. NVSkills-Eval ran 2 checks and found 3 total findings.

Top findings:

- HIGH DUPLICATE/duplicate: Duplicate content found across SKILL.md and references/templates.md:
"### Container" in SKILL.md (lines 16-22)
vs "# ── Container ────────────────────────────────────────────────────────────" in references/templates.md (lines 26-29) (`SKILL.md:16`)
- HIGH DUPLICATE/duplicate: Duplicate content found across SKILL.md and references/templates.md:
"# Phase 1: Single-process uv sync to build/populate the shared cache" in SKILL.md (lines 78-84)
vs "# Phase 1: Single-process uv sync to build/populate the shared cache" in SKILL.md (lines 171-177)
vs "# Phase 1: Single-process uv sync to build/populate the shared cache" in references/templates.md (lines 75-81) (`SKILL.md:78`)
- HIGH DUPLICATE/duplicate: Duplicate content found across SKILL.md and references/templates.md:
"### Tokens / Caches" in SKILL.md (lines 30-44)
vs "# ── Tokens / Caches ──────────────────────────────────────────────────────" in references/templates.md (lines 44-50) (`SKILL.md:30`)

## Publication Recommendation

The skill should be reviewed before NVSkills-Eval publication. Skill owners should address the findings above and rerun NVSkills-Eval to refresh this benchmark.
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