burst SKILL.md skillA

burst from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nebius/nebius-physical-ai/burst@git:20260906.525ee24

Pins git:20260906.525ee24 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nebius/nebius-physical-ai
Path
skills/tools/burst/SKILL.md
Versions recorded
3
Latest version
git:20260906.525ee24, committed Sep 6, 2026
First version recorded
Aug 17, 2026
Size
5,255 bytes
Repository stars
106
License
Apache-2.0

Use to run one gang-scheduled multi-node GPU job through SkyPilot without authoring a workflow — `npa burst submit` wires torchrun rendezvous across nodes, while `submit-yaml` supports one task, `${VAR}` substitution, and optional generic registry credentials.

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

# Burst (one coupled multi-node GPU job)

Burst is the escape hatch for a **single** distributed task: gang-schedule N
nodes, run one command under `torchrun`, get logs, exit. It is deliberately not a
workflow surface — there is no plan, no stage graph, no decision artifact, and
nothing for a `toolRef` to describe.

**If you need a second stage, you need a workflow.** Author an
`npa.workflow/v0.0.1` spec under `workflows/` instead
(`skills/workflows/author-npa-workflow/SKILL.md`). `submit-yaml` rejects
multi-task documents, and a guardrail pins the example set so a pipeline cannot
quietly grow here.

## Submit a distributed run directly

```bash
npa burst submit \
  --image <registry>/<image>:<tag> \
  --nodes 2 \
  --gpu-per-node H100:8 \
  --entrypoint "python train.py --config configs/run.yaml" \
  --name <job-name> \
  --json
```

All four of `--image`, `--nodes`, `--gpu-per-node`, `--entrypoint` are required.
A plain image reference is rendered as `docker:<image>`. `--json` prints only the
serialized job handle, which is what you want when scripting.

**The entrypoint runs under `torchrun`, not directly.** Burst derives the
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nebius/nebius-physical-ai/burst@sha256:b77ae6e35681371f

The line at the top of this page pins the label git:20260906.525ee24, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yahdz4sutngasq6s.svg)](https://markdownregistry.com/a/art_yahdz4sutngasq6s)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Aug 17, 2026 and Sep 6, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20260906.525ee24 latest2026-09-06 525ee24 5,255 BA view · diff
git:20260823.224d9da2026-08-23 224d9da 5,283 BA view · diff
git:20260817.be3cf062026-08-17 be3cf06 5,168 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5255 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

GitHub

nebius/nebius-physical-ai · 106 stars · license Apache-2.0 · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yahdz4sutngasq6s
GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/burst
GET https://markdownregistry.com/api/v1/blob/b77ae6e35681371f9d19c177ecf9cdaae035822a0019da6a80a3b1821472775d

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.

More from nebius/nebius-physical-ai

.cursorrules Cursor rule
nebius/nebius-physical-ai · .cursorrules
git:20260703.ce2e3a8 · audit A · 106 stars
AGENTS.md AGENTS.md file
nebius/nebius-physical-ai · AGENTS.md
git:20261106.20ba2be · audit A · 106 stars
CLAUDE.md CLAUDE.md file
nebius/nebius-physical-ai · CLAUDE.md
git:20261018.f0ea799 · audit A · 106 stars
DESIGN.md DESIGN.md file
nebius/nebius-physical-ai · DESIGN.md
git:20260906.525ee24 · audit A · 106 stars
access-approval SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/access-approval/SKILL.md · Prepare, verify, and resume operator-owned Hugging Face or NVIDIA NGC access for exact NPA dependencies, including…
git:20260912.c87fdb2 · audit A · 106 stars
agent-development SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/agent-development/SKILL.md · Use when building, enhancing, or testing the NPA chat agent backend — grounded-first routing, cost-aware Token Factory…
git:20261003.bd54c8c · audit A · 106 stars
agent-run-data-collection SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/agent-run-data-collection/SKILL.md · Use when collecting NPA agent work for fine-tuning or evaluation so every goal-level episode emits a sanitized…
git:20260906.2f687b4 · audit A · 106 stars
agent-visual-feedback SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/agent-visual-feedback/SKILL.md · Use when the NPA agent should describe or critique the current viewer (Rerun, video, image, or data) via the Describe…
git:20260906.4539e93 · audit A · 106 stars
architecture SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/architecture/SKILL.md · Use for Claude Code architectural review of the Nebius Physical AI platform, workbench layer, orchestrator choices, and…
git:20260906.2f687b4 · audit A · 106 stars
audit-container-docs SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/audit-container-docs/SKILL.md · Reconcile NPA container-image catalogs and related documentation whenever a workbench image or solution is added…
git:20260827.6716731 · audit A · 106 stars
build-and-push-image SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/build-and-push-image/SKILL.md · Use when building, tagging, validating, or publishing NPA workbench container images through immutable full-SHA public…
git:20260906.2f687b4 · audit A · 106 stars
contributions SKILL.md skill
nebius/nebius-physical-ai · skills/atomic/contributions/SKILL.md · Write or review NPA contributions, including workbench agent changes, using the repository's readability…
git:20260907.370e595 · audit A · 106 stars

Every file in nebius/nebius-physical-ai

Browse by kind, by grade A, or by owner.