amd-agi/hyperloom · src/hyperloom/inference_optimizer/multi_node/SKILL.md

hyperloom.inference_optimizer.multi_node skillA

hyperloom.inference_optimizer.multi_node is agent-read markdown (skill) from amd-agi/hyperloom: Multi-node companion to the inference_optimizer skill. Use when the user prompt asks for inference optimization that needs more GPU / memory than a single pod provides (i.e. ``nodes >= 2``) — typical prompt signals are ``Nodes=N`` / ``N pods`` / ``TP=N`` larger than one pod's GPU count, or any model that cannot fit on one pod's GPUs. Drives a platform-provisioned multi-node cluster through the ``hyperloom.inference_optimizer.multi_node`` Python CLI..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add amd-agi/hyperloom/hyperloom.inference_optimizer.multi_node@git:20260909.f705855
Exact content
mdr add amd-agi/hyperloom/hyperloom.inference_optimizer.multi_node@sha256:0f8aab262fb9bb92

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kegh463fkpfpo2qe.svg)](https://markdownregistry.com/a/art_kegh463fkpfpo2qe)

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Versions

versioncommittedcommitsizeaudit
git:20260909.f705855 latest2026-09-09 f705855 17,370 BA view · diff
git:20260819.d10c0982026-08-19 d10c098 17,403 BA view · diff
git:20260803.be964322026-08-03 be96432 17,165 BA view · diff
git:20260802.980063c2026-08-02 980063c 16,862 BA view · diff
git:20260728.dd3b07b2026-07-28 dd3b07b 34,799 BB view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (17370 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

amd-agi/hyperloom · 180 stars · license NOASSERTION · pushed 2026-09-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kegh463fkpfpo2qe
GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/hyperloom.inference_optimizer.multi_node
GET https://markdownregistry.com/api/v1/blob/0f8aab262fb9bb92f6d2e8f7e51a93ffd22c96c095cf2b20f2587c896e02ef70