gpu-allocation-fallback SKILL.md skillA

gpu-allocation-fallback 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/gpu-allocation-fallback@git:20261008.aafd09c

Pins git:20261008.aafd09c 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/atomic/gpu-allocation-fallback/SKILL.md
Versions recorded
3
Latest version
git:20261008.aafd09c, committed Oct 8, 2026
First version recorded
Aug 17, 2026
Size
2,662 bytes
Repository stars
106
License
Apache-2.0

Track typed GPU placement failures in the NPA agent and offer a consent-gated on-demand-to-preemptible fallback after repeated failures or deterministic preflight. Use when quota, capacity, Unschedulable GPU, or compatible-product placement blocks an allocation.

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 Allocation Fallback

Send typed results to `POST /api/agent/gpu-allocation/attempt` with a stable
`logical_allocation`, the requested compatibility/execution/disk invariants,
typed failure evidence, and the identical compatible preemptible candidate.
The grounded route uses zero model tokens.

The optional `success` field must be a literal JSON boolean. Omitting it records
the attempt as unsuccessful, the same as `"success": false`; only
`"success": true` resets the tracked allocation as succeeded. Strings, numbers,
`null`, arrays, and objects are rejected with HTTP 400 without changing fallback
or confirmation-token state.

Only quota/capacity exhaustion, insufficient GPU or Unschedulable, and no
compatible product/affinity count. For a Nebius Compute failure, send the
operation's `status.details[].code` as the failure code and the violation text
as the message: `NotEnoughResources` counts as capacity exhaustion, and
`QuotaFailure` counts only when the message names a `compute.instance.gpu.*`
quota. Auth, RBAC, network, image-pull, checkpoint, application, runtime,
cancellation, and timeout failures never count, even when a placement code is
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nebius/nebius-physical-ai/gpu-allocation-fallback@sha256:4ba391f5e05287d5

The line at the top of this page pins the label git:20261008.aafd09c, 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_5w2njij6f5kp3upx.svg)](https://markdownregistry.com/a/art_5w2njij6f5kp3upx)

4 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 Oct 8, 2026, about one every 26 days.

versioncommittedcommitsizeaudit
git:20261008.aafd09c latest2026-10-08 aafd09c 2,662 BA view · diff
git:20260928.eb5d1db2026-09-28 eb5d1db 2,173 BA view · diff
git:20260817.6860d2d2026-08-17 6860d2d 1,835 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 (2662 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_5w2njij6f5kp3upx
GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/gpu-allocation-fallback
GET https://markdownregistry.com/api/v1/blob/4ba391f5e05287d578934ccdf4afd8cd8c1f8f6d0b0af8f5f51d28327af5b348

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.