AGENTS.mdA
AGENTS.md from amd-agi/hyperloom is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add amd-agi/hyperloom/AGENTS.md@git:20261030.f418170Pins git:20261030.f418170 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- amd-agi/hyperloom
- Path
AGENTS.md- Versions recorded
- 18
- Latest version
- git:20261030.f418170, committed Oct 30, 2026
- First version recorded
- Sep 5, 2026
- Size
- 13,757 bytes
- Repository stars
- 262
- License
- a license file GitHub does not identify
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
<!-- SPDX-FileCopyrightText: 2026 Advanced Micro Devices, Inc. SPDX-License-Identifier: MIT --> # AGENTS.md The authoring contract for anyone (human or AI) changing this repo: **how to make a change land cleanly.** Hyperloom is an autonomous agentic system that optimizes end-to-end LLM inference on AMD GPUs (host code and GPU kernels). A Python Coordinator drives an iterative Think → Decide → Implement → Benchmark loop, delegating to LLM roles and programmatic handlers and integrating external components. ## Where things are documented | Topic | Source of truth | |---|---| | Optimization loop, phase chain, orchestration model | [`docs/conceptual/optimization-loop.md`](docs/conceptual/optimization-loop.md) | | Profiling → TraceLens → kernel value chain | [`docs/reference/kernel-execution-path.md`](docs/reference/kernel-execution-path.md) | | External components (Magpie, TraceLens, GEAK, IntelliKit, AgentKernelArena) | [`docs/components/`](docs/components/) | | Agent instructions / runtime behavior | [`src/hyperloom/inference_optimizer/SKILL.md`](src/hyperloom/inference_optimizer/SKILL.md) | | Workflow & PR process | [`CONTRIBUTING.md`](CONTRIBUTING.md) | …
Read the whole file at its exact version.
How to install
mdr add amd-agi/hyperloom/AGENTS.md@sha256:fcd9baf0e5c9d2d4The line at the top of this page pins the label git:20261030.f418170, 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_akrsckubous6b2o2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 18 versions of this file, between Sep 5, 2026 and Oct 30, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.f418170 latest | 2026-10-30 | f418170 | 13,757 B | A | view · diff |
| git:20261028.4295078 | 2026-10-28 | 4295078 | 13,475 B | A | view · diff |
| git:20261027.67e8ca4 | 2026-10-27 | 67e8ca4 | 13,431 B | A | view · diff |
| git:20261023.8b399d4 | 2026-10-23 | 8b399d4 | 13,081 B | A | view · diff |
| git:20261020.9678002 | 2026-10-20 | 9678002 | 12,871 B | A | view · diff |
| git:20261020.fd56bc9 | 2026-10-20 | fd56bc9 | 13,088 B | A | view · diff |
| git:20261012.ac6ae79 | 2026-10-12 | ac6ae79 | 12,686 B | A | view · diff |
| git:20261012.8ae988c | 2026-10-12 | 8ae988c | 11,306 B | A | view · diff |
| git:20261010.f7e7afe | 2026-10-10 | f7e7afe | 12,370 B | A | view · diff |
| git:20261010.e0ec7e2 | 2026-10-10 | e0ec7e2 | 12,340 B | A | view · diff |
| git:20261010.b78114c | 2026-10-10 | b78114c | 11,308 B | A | view · diff |
| git:20261010.5d26136 | 2026-10-10 | 5d26136 | 10,990 B | A | view · diff |
| git:20260921.e27c6de | 2026-09-21 | e27c6de | 10,753 B | A | view · diff |
| git:20260921.dcebdcd | 2026-09-21 | dcebdcd | 10,629 B | A | view · diff |
| git:20260921.2d70a45 | 2026-09-21 | 2d70a45 | 6,520 B | A | view · diff |
| git:20260921.6b4b413 | 2026-09-21 | 6b4b413 | 10,574 B | A | view · diff |
| git:20260916.a3612d8 | 2026-09-16 | a3612d8 | 6,396 B | A | view · diff |
| git:20260905.807e117 | 2026-09-05 | 807e117 | 5,806 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (13757 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
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_akrsckubous6b2o2 GET https://markdownregistry.com/api/v1/resolve?ref=amd-agi/hyperloom/AGENTS.md GET https://markdownregistry.com/api/v1/blob/fcd9baf0e5c9d2d4a6cb144f996c5559aa21c06cbffff99ae34eac0d10bac51c
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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.
More from amd-agi/hyperloom
Every file in amd-agi/hyperloom