hyperloom-custom-advanced SKILL.md skillB

hyperloom-custom-advanced from amd-agi/hyperloom is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add amd-agi/hyperloom/hyperloom-custom-advanced@git:20261106.2f99e29

Pins git:20261106.2f99e29 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
amd-agi/hyperloom
Path
examples/hyperloom-custom-advanced/SKILL.md
Versions recorded
21
Latest version
git:20261106.2f99e29, committed Nov 6, 2026
First version recorded
Aug 31, 2026
Size
21,765 bytes
Repository stars
262
License
a license file GitHub does not identify

Run an advanced configurable Hyperloom optimization session with explicit model, framework, workload, objective, and phase toggles. Use when the user wants more control than the fixed 3h or 12h demo presets.

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

# Hyperloom Custom Advanced Run

Use this skill after `/hyperloom-setup` has prepared the current Hyperloom
workspace. Setup writes `.env` with the run mode, target host, framework, LLM
configuration, and `USER_DATA_PATH`; this skill reuses those values and asks
only for the advanced workload choices that differ from the fixed demo presets.

## Setup Configuration

In the current Hyperloom workspace, load `.env` through the shared loader.
Existing non-empty exports take precedence; do not ask the user to re-enter
setup values that are already present. Repeat this preamble in each new execution
shell, including inside Docker, before setup or runtime installation:

```bash
set -e
export REPO_ROOT="$(pwd -P)"
INSTALL_SH="${REPO_ROOT}/hyperloom/inference_optimizer/assets/install.sh"
if [ ! -f "$INSTALL_SH" ]; then
  INSTALL_SH="${REPO_ROOT}/src/hyperloom/inference_optimizer/assets/install.sh"
fi
. "${INSTALL_SH%/*}/runtime_env.sh"
load_dotenv_no_clobber
```

When `HYPERLOOM_RUN_MODE=baremetal` or it is unset, run this demo directly in
the current environment.

When `HYPERLOOM_RUN_MODE=docker`, this skill owns the Docker setup. Use
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add amd-agi/hyperloom/hyperloom-custom-advanced@sha256:61555ca92c12ef23

The line at the top of this page pins the label git:20261106.2f99e29, 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_5qp333m664gm6iul.svg)](https://markdownregistry.com/a/art_5qp333m664gm6iul)

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

Versions

The registry has recorded 21 versions of this file, between Aug 31, 2026 and Nov 6, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261106.2f99e29 latest2026-11-06 2f99e29 21,765 BB view · diff
git:20261103.a5836c92026-11-03 a5836c9 21,794 BB view · diff
git:20261026.32e80a92026-10-26 32e80a9 21,794 BB view · diff
git:20261009.82e4b512026-10-09 82e4b51 21,794 BB view · diff
git:20261009.976d7a02026-10-09 976d7a0 21,794 BB view · diff
git:20261005.79a93ef2026-10-05 79a93ef 22,004 BB view · diff
git:20260923.db3cc152026-09-23 db3cc15 22,131 BB view · diff
git:20260923.44d87312026-09-23 44d8731 22,383 BB view · diff
git:20260921.b8761292026-09-21 b876129 22,346 BB view · diff
git:20260917.20798772026-09-17 2079877 22,348 BB view · diff
git:20260917.0d8dd3b2026-09-17 0d8dd3b 19,400 BB view · diff
git:20260917.55ed8832026-09-17 55ed883 21,841 BB view · diff
git:20260916.1bee6e62026-09-16 1bee6e6 21,792 BB view · diff
git:20260916.f6296212026-09-16 f629621 21,288 BB view · diff
git:20260915.97eadf52026-09-15 97eadf5 18,831 BB view · diff
git:20260914.f052bba2026-09-14 f052bba 18,831 BB view · diff
git:20260909.0a8edb12026-09-09 0a8edb1 18,831 BB view · diff
git:20260901.97ae03d2026-09-01 97ae03d 18,595 BB view · diff
git:20260831.65fd70c2026-08-31 65fd70c 18,111 BB view · diff
git:20260831.aeb13432026-08-31 aeb1343 18,290 BB view · diff
git:20260831.6248b662026-08-31 6248b66 20,679 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No instruction to read or print local credentials (matched: Read `HYPERLOOM_DOCKER_TARGET_HOST` from `.env)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21765 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 base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

amd-agi/hyperloom · 262 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5qp333m664gm6iul
GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/hyperloom-custom-advanced
GET https://markdownregistry.com/api/v1/blob/61555ca92c12ef23cd455f891927dd9c99be706789830a3e565f7d25b9452fcd

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 amd-agi/hyperloom

analyze-upstream-pr SKILL.md skill
amd-agi/hyperloom · .claude/skills/analyze-upstream-pr/SKILL.md · Analyze whether an upstream pull request applies to an AMD/ROCm deployment. Invoke with the PR's repository and number…
git:20261020.6cc6611 · audit A · 262 stars
check-prior-art SKILL.md skill
amd-agi/hyperloom · .claude/skills/check-prior-art/SKILL.md · Check whether a planned optimization already exists upstream before building it. Invoke with a one-sentence mechanism…
git:20261020.a160c20 · audit A · 262 stars
review-pr SKILL.md skill
amd-agi/hyperloom · .claude/skills/review-pr/SKILL.md · Review a Hyperloom pull request. Invoke with a PR number whenever asked to review, re-review or sanity-check a PR in…
git:20261029.8d68eef · audit A · 262 stars
AGENTS.md AGENTS.md file
amd-agi/hyperloom · AGENTS.md
git:20261030.f418170 · audit A · 262 stars
CLAUDE.md CLAUDE.md file
amd-agi/hyperloom · CLAUDE.md
git:20260921.6b4b413 · audit B · 262 stars
hyperloom-remote-mn-qwen3-30b SKILL.md skill
amd-agi/hyperloom · docs/how-to/multi-node/hyperloom-remote-mn-qwen3-30b/SKILL.md · Run a 4-hour multi-node Hyperloom Qwen3-30B-A3B optimization (Infera PD-disaggregated or RayJob aggregated) with…
git:20260827.1988620 · audit A · 262 stars
hyperloom-qwen3-14b-fp8-12h-forge SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-14b-fp8-12h-forge/SKILL.md · Run a 12-hour Hyperloom Qwen3-14B-FP8 optimization session on SGLang, vLLM or ATOM with the per-kernel KernelForge…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-qwen3-14b-fp8-12h SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-14b-fp8-12h/SKILL.md · Run a 12-hour Hyperloom Qwen3-14B-FP8 optimization session on SGLang, vLLM or ATOM. Use when the user wants a…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-qwen3-8b-3h SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-8b-3h/SKILL.md · Run a 3-hour Hyperloom Qwen3-8B FRAMEWORK_AGENT (OPTIMIZE) session without the Kernel Agent. Use when the user wants a…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-workload-optimizer SKILL.md skill
amd-agi/hyperloom · examples/skills/hyperloom-workload-optimizer/SKILL.md · Autonomously optimizes end-to-end LLM inference throughput on AMD Instinct GPUs and reports a validated gain, using the…
git:20260924.f2e2a9c · audit A · 262 stars
critic-agent SKILL.md skill
amd-agi/hyperloom · src/hyperloom/agents/critic/SKILL.md · Critic layer for the inference optimizer. Use when Conductor asks for a Critic Review verdict on Orchestration or…
git:20261023.0718479 · audit A · 262 stars
quantization-agent SKILL.md skill
amd-agi/hyperloom · src/hyperloom/agents/quantization/SKILL.md · Hyperloom sub-agent that drives the AMD Quark PTQ skill chain end-to-end from a natural-language prompt. Produces a…
git:20261029.20d8b20 · audit A · 262 stars

Every file in amd-agi/hyperloom

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