hyperloom-qwen3-8b-3h SKILL.md skillB
hyperloom-qwen3-8b-3h 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-qwen3-8b-3h@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-qwen3-8b-3h/SKILL.md- Versions recorded
- 22
- Latest version
- git:20261106.2f99e29, committed Nov 6, 2026
- First version recorded
- Aug 31, 2026
- Size
- 12,517 bytes
- Repository stars
- 262
- License
- a license file GitHub does not identify
Run a 3-hour Hyperloom Qwen3-8B FRAMEWORK_AGENT (OPTIMIZE) session without the Kernel Agent. Use when the user wants a short, framework-only 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 Qwen3-8B 3h Framework-Only (No-Kernel) Run
Load `.env` with the preamble below and resolve `HYPERLOOM_SKILL_PATH`. Read and follow the optimizer skill at `@${HYPERLOOM_SKILL_PATH}` before launching. If `HYPERLOOM_SKILL_PATH` is missing, fall back to `@hyperloom/inference_optimizer/SKILL.md` (wheel install) or `@src/hyperloom/inference_optimizer/SKILL.md` (source checkout). This skill provides the concrete workload and launch constraints for a short Qwen3-8B demo.
## Execution Shell
Run this in the current Hyperloom workspace before setup or runtime installation.
Repeat it in each new execution shell, including inside Docker; the shared loader
fills dotenv gaps without replacing existing non-empty exports.
```bash
set -e
export REPO_ROOT="$(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
```
## Run Mode
Resolve the run mode before launching Hyperloom:
1. If `HYPERLOOM_RUN_MODE=baremetal` or it is unset, run this demo directly on the host.
…Read the whole file at its exact version.
How to install
mdr add amd-agi/hyperloom/hyperloom-qwen3-8b-3h@sha256:4a8c86ef6d882bc2The 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_t2o43pqafxwrc2fh)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 22 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 | 12,517 B | B | view · diff |
| git:20261103.a5836c9 | 2026-11-03 | a5836c9 | 12,546 B | B | view · diff |
| git:20261026.32e80a9 | 2026-10-26 | 32e80a9 | 12,546 B | B | view · diff |
| git:20261012.b22d13b | 2026-10-12 | b22d13b | 12,546 B | B | view · diff |
| git:20261009.82e4b51 | 2026-10-09 | 82e4b51 | 12,394 B | B | view · diff |
| git:20261009.976d7a0 | 2026-10-09 | 976d7a0 | 12,394 B | B | view · diff |
| git:20260927.737d1e1 | 2026-09-27 | 737d1e1 | 12,503 B | B | view · diff |
| git:20260927.59d8f7f | 2026-09-27 | 59d8f7f | 12,484 B | B | view · diff |
| git:20260923.db3cc15 | 2026-09-23 | db3cc15 | 11,504 B | B | view · diff |
| git:20260923.44d8731 | 2026-09-23 | 44d8731 | 11,487 B | B | view · diff |
| git:20260921.b876129 | 2026-09-21 | b876129 | 11,450 B | B | view · diff |
| git:20260917.2079877 | 2026-09-17 | 2079877 | 11,452 B | B | view · diff |
| git:20260917.0d8dd3b | 2026-09-17 | 0d8dd3b | 10,979 B | B | view · diff |
| git:20260917.55ed883 | 2026-09-17 | 55ed883 | 11,090 B | B | view · diff |
| git:20260916.562a7ce | 2026-09-16 | 562a7ce | 11,056 B | B | view · diff |
| git:20260915.97eadf5 | 2026-09-15 | 97eadf5 | 10,698 B | B | view · diff |
| git:20260914.f052bba | 2026-09-14 | f052bba | 10,698 B | B | view · diff |
| git:20260909.0a8edb1 | 2026-09-09 | 0a8edb1 | 10,698 B | B | view · diff |
| git:20260901.97ae03d | 2026-09-01 | 97ae03d | 10,542 B | B | view · diff |
| git:20260831.aeb1343 | 2026-08-31 | aeb1343 | 10,647 B | B | view · diff |
| git:20260831.6248b66 | 2026-08-31 | 6248b66 | 13,036 B | B | view · diff |
| git:20260831.975bd94 | 2026-08-31 | 975bd94 | 12,596 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 (12517 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_t2o43pqafxwrc2fh GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/hyperloom-qwen3-8b-3h GET https://markdownregistry.com/api/v1/blob/4a8c86ef6d882bc2429bedefa56e518eb68b5c209c3e506d102661db9dc738e4
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.