inference_optimizer SKILL.md skillB
inference_optimizer 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/inference_optimizer@git:20261106.d2194d1Pins git:20261106.d2194d1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- amd-agi/hyperloom
- Path
src/hyperloom/inference_optimizer/SKILL.md- Versions recorded
- 68
- Latest version
- git:20261106.d2194d1, committed Nov 6, 2026
- First version recorded
- Sep 3, 2026
- Size
- 104,210 bytes
- Repository stars
- 262
- License
- a license file GitHub does not identify
Launches and monitors Hyperloom's multi-agent inference optimizer for LLM serving on AMD GPUs. Use when the user asks to optimize an inference model, run Magpie benchmarks/profiles, resume an inference_optimizer session, tune SGLang/vLLM serving parameters, run TraceLens/kernel-agent, or validate end-to-end throughput gains in a new inference 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
# Inference Optimizer Skill You are the launcher and monitor. The optimizer itself is the Python `inference_optimizer` runtime under this repository. Do not manually optimize inside chat unless debugging; launch the CLI, poll persisted state, and report objective progress. ## What This Skill Runs The CLI starts a Python Coordinator that coordinates: - Orchestration: decides next actions (`baseline`, `explore`, `specialist`, `integrate_patch`, `sweep`, Kernel requests). In CLOSE, the Coordinator auto-enqueues `report` at session end; Orchestration may also propose it. - Kernel (programmatic, not LLM): the Coordinator dispatches `trace_analyze`, `integrate`, and related request kinds directly to Python handlers without an LLM turn. The `run_gemm_tuning` and `run_fusion` lanes are Coordinator-owned: they run inside the `kernel_agent` task at KERNEL entry and PolicyGate rejects an agent request for either. - Critic: proposal review (default `--critic-agent`; see [Critic Backend Selection](#critic-backend-selection) for modes). State lives under a **session directory** (per optimization run). The **workspace root** is ``$USER_DATA_PATH`` (default …
Read the whole file at its exact version.
How to install
mdr add amd-agi/hyperloom/inference_optimizer@sha256:63c01deb4d4e157dThe line at the top of this page pins the label git:20261106.d2194d1, 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_y3pwsnfmpk5l2hc5)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 68 versions of this file, between Sep 3, 2026 and Nov 6, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261106.d2194d1 latest | 2026-11-06 | d2194d1 | 104,210 B | B | view · diff |
| git:20261106.bb168fc | 2026-11-06 | bb168fc | 103,501 B | B | view · diff |
| git:20261104.50c166c | 2026-11-04 | 50c166c | 103,390 B | B | view · diff |
| git:20261102.a026a2e | 2026-11-02 | a026a2e | 102,862 B | B | view · diff |
| git:20261102.206c3e9 | 2026-11-02 | 206c3e9 | 102,696 B | B | view · diff |
| git:20261030.711fb6e | 2026-10-30 | 711fb6e | 102,195 B | B | view · diff |
| git:20261029.c9b2d43 | 2026-10-29 | c9b2d43 | 101,350 B | B | view · diff |
| git:20261029.700ad31 | 2026-10-29 | 700ad31 | 101,147 B | B | view · diff |
| git:20261028.6d9079a | 2026-10-28 | 6d9079a | 101,171 B | B | view · diff |
| git:20261027.c3af956 | 2026-10-27 | c3af956 | 101,125 B | B | view · diff |
| git:20261027.79cc876 | 2026-10-27 | 79cc876 | 100,820 B | B | view · diff |
| git:20261023.7e98e1f | 2026-10-23 | 7e98e1f | 99,204 B | B | view · diff |
| git:20261023.5c33315 | 2026-10-23 | 5c33315 | 98,344 B | B | view · diff |
| git:20261023.1a5bcbf | 2026-10-23 | 1a5bcbf | 98,352 B | B | view · diff |
| git:20261023.f64e36e | 2026-10-23 | f64e36e | 98,045 B | B | view · diff |
| git:20261023.e99ec91 | 2026-10-23 | e99ec91 | 97,951 B | B | view · diff |
| git:20261022.9c42fdf | 2026-10-22 | 9c42fdf | 97,651 B | B | view · diff |
| git:20261022.5a7523f | 2026-10-22 | 5a7523f | 97,683 B | B | view · diff |
| git:20261021.fbcd0c3 | 2026-10-21 | fbcd0c3 | 97,391 B | B | view · diff |
| git:20261021.9da8788 | 2026-10-21 | 9da8788 | 97,171 B | B | view · diff |
| git:20261021.cf92d63 | 2026-10-21 | cf92d63 | 96,926 B | B | view · diff |
| git:20261017.75df551 | 2026-10-17 | 75df551 | 96,773 B | B | view · diff |
| git:20261017.9845e91 | 2026-10-17 | 9845e91 | 96,162 B | B | view · diff |
| git:20261016.114a40b | 2026-10-16 | 114a40b | 96,150 B | B | view · diff |
| git:20261016.8f3e2ad | 2026-10-16 | 8f3e2ad | 95,808 B | B | view · diff |
| git:20261016.cd9eebb | 2026-10-16 | cd9eebb | 95,769 B | B | view · diff |
| git:20261015.9f3e685 | 2026-10-15 | 9f3e685 | 95,049 B | B | view · diff |
| git:20261014.40feefc | 2026-10-14 | 40feefc | 94,234 B | B | view · diff |
| git:20261014.d393b5b | 2026-10-14 | d393b5b | 92,955 B | B | view · diff |
| git:20261013.fb7de83 | 2026-10-13 | fb7de83 | 92,319 B | B | view · diff |
| git:20261013.059c146 | 2026-10-13 | 059c146 | 93,202 B | B | view · diff |
| git:20261013.2086a86 | 2026-10-13 | 2086a86 | 92,592 B | B | view · diff |
| git:20261013.6df52ff | 2026-10-13 | 6df52ff | 92,544 B | B | view · diff |
| git:20261011.7b518de | 2026-10-11 | 7b518de | 92,751 B | B | view · diff |
| git:20261009.87bf19e | 2026-10-09 | 87bf19e | 91,590 B | B | view · diff |
| git:20261009.976d7a0 | 2026-10-09 | 976d7a0 | 91,614 B | B | view · diff |
| git:20261008.1a9ce49 | 2026-10-08 | 1a9ce49 | 92,118 B | B | view · diff |
| git:20261007.f2b32cd | 2026-10-07 | f2b32cd | 92,034 B | B | view · diff |
| git:20261006.26557fd | 2026-10-06 | 26557fd | 92,236 B | B | view · diff |
| git:20261006.ba23ca9 | 2026-10-06 | ba23ca9 | 91,735 B | B | view · diff |
| git:20261006.bd5e9fa | 2026-10-06 | bd5e9fa | 91,755 B | B | view · diff |
| git:20261006.d8837c3 | 2026-10-06 | d8837c3 | 91,793 B | B | view · diff |
| git:20260930.03b18ff | 2026-09-30 | 03b18ff | 86,463 B | B | view · diff |
| git:20260930.473121d | 2026-09-30 | 473121d | 86,348 B | B | view · diff |
| git:20260930.852bb79 | 2026-09-30 | 852bb79 | 85,920 B | B | view · diff |
| git:20260927.737d1e1 | 2026-09-27 | 737d1e1 | 85,766 B | B | view · diff |
| git:20260927.59d8f7f | 2026-09-27 | 59d8f7f | 85,747 B | B | view · diff |
| git:20260924.afb1fa5 | 2026-09-24 | afb1fa5 | 84,938 B | B | view · diff |
| git:20260924.fab4afc | 2026-09-24 | fab4afc | 84,599 B | B | view · diff |
| git:20260924.40845ef | 2026-09-24 | 40845ef | 84,628 B | B | view |
Audit of the latest version
- fail: No recursive delete of root, home or parent (matched: rm -rf ~/)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (104210 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 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
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_y3pwsnfmpk5l2hc5 GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/inference_optimizer GET https://markdownregistry.com/api/v1/blob/63c01deb4d4e157d790e5482fb418bfc4317768299251b03aa59cdea99a36136
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.