hyperloom-qwen3-14b-fp8-12h SKILL.md skillB
hyperloom-qwen3-14b-fp8-12h from amd-agi/hyperloom is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add amd-agi/hyperloom/hyperloom-qwen3-14b-fp8-12h@git:20261106.2f99e29Pins 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-qwen3-14b-fp8-12h/SKILL.md- Versions recorded
- 23
- Latest version
- git:20261106.2f99e29, committed Nov 6, 2026
- First version recorded
- Aug 31, 2026
- Size
- 23,870 bytes
- Repository stars
- 262
- License
- a license file GitHub does not identify
Run a 12-hour Hyperloom Qwen3-14B-FP8 optimization session on SGLang, vLLM or ATOM. Use when the user wants a medium-length Hyperloom demo on the local AMD ROCm environment.
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 Qwen3-14B-FP8 12h Run
Load `.env` with the preamble below and resolve `HYPERLOOM_SKILL_PATH`. Read and follow the optimizer skill at `@${HYPERLOOM_SKILL_PATH}` before launching. If `HYPERLOOM_SKILL_PATH` is missing, fall back to `@hyperloom/inference_optimizer/SKILL.md` (wheel install) or `@src/hyperloom/inference_optimizer/SKILL.md` (source checkout). This skill provides the concrete workload and launch constraints for a 12-hour Qwen3-14B-FP8 demo.
The serving framework is `sglang`, `vllm` or `atom`. SGLang and vLLM follow the
sections below as written. For ATOM (`FRAMEWORK=atom`, or the user asked for
ATOM, including a Docker run whose container has not been detected yet), use the
[ATOM](#atom) section for the execution shell, run mode, setup, runtime install
and launch command; the workload flags in [Environment](#environment), the model
choice, [User-visible Progress](#user-visible-progress) and
[Launch Requirements](#launch-requirements) apply to ATOM unchanged.
## Execution Shell
Run this in the current Hyperloom workspace before setup or runtime installation.
Repeat it in each new execution shell, including inside Docker; the shared loader
…Read the whole file at its exact version.
How to install
mdr add amd-agi/hyperloom/hyperloom-qwen3-14b-fp8-12h@sha256:e31ef87f0a11fce6The 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.
[](https://markdownregistry.com/a/art_q53uv5zizcpzftl6)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 23 versions of this file, between Aug 31, 2026 and Nov 6, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261106.2f99e29 latest | 2026-11-06 | 2f99e29 | 23,870 B | B | view · diff |
| git:20261103.a5836c9 | 2026-11-03 | a5836c9 | 23,899 B | B | view · diff |
| git:20261026.32e80a9 | 2026-10-26 | 32e80a9 | 23,899 B | B | view · diff |
| git:20261012.b22d13b | 2026-10-12 | b22d13b | 23,899 B | B | view · diff |
| git:20261009.82e4b51 | 2026-10-09 | 82e4b51 | 23,747 B | B | view · diff |
| git:20261009.976d7a0 | 2026-10-09 | 976d7a0 | 23,747 B | B | view · diff |
| git:20260930.07a30dc | 2026-09-30 | 07a30dc | 23,938 B | B | view · diff |
| git:20260927.737d1e1 | 2026-09-27 | 737d1e1 | 11,791 B | B | view · diff |
| git:20260927.59d8f7f | 2026-09-27 | 59d8f7f | 11,772 B | B | view · diff |
| git:20260923.db3cc15 | 2026-09-23 | db3cc15 | 10,792 B | B | view · diff |
| git:20260923.44d8731 | 2026-09-23 | 44d8731 | 10,775 B | B | view · diff |
| git:20260921.b876129 | 2026-09-21 | b876129 | 10,738 B | B | view · diff |
| git:20260917.2079877 | 2026-09-17 | 2079877 | 10,740 B | B | view · diff |
| git:20260917.0d8dd3b | 2026-09-17 | 0d8dd3b | 10,267 B | B | view · diff |
| git:20260917.55ed883 | 2026-09-17 | 55ed883 | 10,378 B | B | view · diff |
| git:20260916.562a7ce | 2026-09-16 | 562a7ce | 10,344 B | B | view · diff |
| git:20260915.97eadf5 | 2026-09-15 | 97eadf5 | 9,986 B | B | view · diff |
| git:20260914.f052bba | 2026-09-14 | f052bba | 9,986 B | B | view · diff |
| git:20260909.0a8edb1 | 2026-09-09 | 0a8edb1 | 9,986 B | B | view · diff |
| git:20260901.97ae03d | 2026-09-01 | 97ae03d | 10,024 B | B | view · diff |
| git:20260831.aeb1343 | 2026-08-31 | aeb1343 | 9,778 B | B | view · diff |
| git:20260831.6248b66 | 2026-08-31 | 6248b66 | 12,167 B | B | view · diff |
| git:20260831.975bd94 | 2026-08-31 | 975bd94 | 11,727 B | B | view |
Audit of the latest version
- 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 (23870 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
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_q53uv5zizcpzftl6 GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/hyperloom-qwen3-14b-fp8-12h GET https://markdownregistry.com/api/v1/blob/e31ef87f0a11fce61ea272fb1ca376db5e87233ce173b66cf76e475aee898be2
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.