aiml-gpu-training-cluster-investigation SKILL.md skillA
aiml-gpu-training-cluster-investigation from aws/tools-for-devops-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add aws/tools-for-devops-agent/aiml-gpu-training-cluster-investigation@v1.0.6Pins v1.0.6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- aws/tools-for-devops-agent
- Path
skills/aiml-gpu-training-cluster-investigation/SKILL.md- Versions recorded
- 6
- Latest version
- v1.0.6, committed Oct 22, 2026
- First version recorded
- Sep 30, 2026
- Size
- 21,486 bytes
- Repository stars
- 137
- License
- Apache-2.0
Use this skill for GPU training or inference clusters on SageMaker HyperPod (Slurm or.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# GPU Cluster Evidence, Readiness, and Fault Verdicts For GPU clusters on SageMaker HyperPod (Slurm or EKS), AWS ParallelCluster, and self-managed EC2 or EKS. Generic investigation finds the obvious signals; this skill adds what it gets wrong: silent evidence, wrong-headline hardware verdicts, and predictable failures before a long run. **Read-only.** Never reboot, replace, update, or delete anything, and never read training data, checkpoints, or model weights. ## Critical rules R1 to R11 (apply in every mode, in this order) R1. **Answer in one pass, and always leave room to answer.** In chat, do not stop to ask a question and do not hand off to a separate investigation before answering. If an input is missing, use the default (impact window: last 24 hours; run length: evaluate 24, 48, and 72 hours), state the assumption, and mark dependent checks `Needs input`. For "slow" or performance questions with no time given, use the last 72 hours. Offer follow-ups only after the answer. **Budget the evidence gathering so the answer always gets written.** An investigation that …
Read the whole file at its exact version.
How to install
mdr add aws/tools-for-devops-agent/aiml-gpu-training-cluster-investigation@sha256:63c0900a856a239dThe line at the top of this page pins the label v1.0.6, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_3jwwb4t2acpzl5ia)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Sep 30, 2026 and Oct 22, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.6 latest | 2026-10-22 | a961f30 | 21,486 B | A | view · diff |
| v1.0.5 | 2026-10-21 | 35b9537 | 21,486 B | A | view · diff |
| v1.0.4 | 2026-10-01 | d71563a | 21,492 B | A | view · diff |
| v1.0.4 | 2026-10-01 | 0991b4c | 21,492 B | A | view · diff |
| v1.0.3 | 2026-10-01 | 4be19b8 | 21,492 B | A | view · diff |
| v1.0.2 | 2026-09-30 | 739644e | 17,972 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (21486 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aws/tools-for-devops-agent · 137 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3jwwb4t2acpzl5ia GET https://markdownregistry.com/api/v1/resolve?ref=aws/tools-for-devops-agent/aiml-gpu-training-cluster-investigation GET https://markdownregistry.com/api/v1/blob/63c0900a856a239d34e3369a7cccda53cc1a3dd9d3c29ad3da01b981949dbf7c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.