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CLAUDE.md from tongminglaic/ako4x is a CLAUDE.md file: the standing instructions Claude Code reads in that repo.

Install it, pinned
mdr add tongminglaic/ako4x/CLAUDE.md@git:20260531.0fd4b5f

Pins git:20260531.0fd4b5f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
CLAUDE.md file
Repository
tongminglaic/ako4x
Path
CLAUDE.md
Versions recorded
1
Latest version
git:20260531.0fd4b5f, committed May 31, 2026
Size
17,578 bytes
Repository stars
84
License
MIT

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

# AKO4X — Developer Guide

Template repository for spawning GPU kernel optimization environments.
**Not** an optimization environment — use `spawn.py` to create one.
User-facing docs: [README.md](README.md) and [docs/](docs/).

## Architecture

Four layers:

1. **`spawn.py`** — CLI. Creates child environments from templates + dataset + scripts. Also copies `templates/skills/` to `child/.claude/skills/` (Claude Code progressive-disclosure discovery) and `scripts/CLAUDE.md` to `child/scripts/CLAUDE.md`.
2. **`templates/`** — canonical sources copied / rendered into each child.
   - **`task.md`** — frozen task identity + Workflow, with `{{PLACEHOLDER}}` substitutions.
   - **`retrospective.md`** — phase-2 closed-loop prompt.
   - **`agent/`** — `<agent>.json` (per-agent config, currently `claude.json`; selected via `spawn.py --agent`) + `lessons-convention.md` + `hooks/` + `commands/`.
   - **`iterations.md`** — iteration-log template.
   - **`benchmark/evaluation.toml`** — benchmark-bound bench defaults + per-`op_type` tolerance overrides. `templates/benchmark/` is the active benchmark's template dir; its name is the stable slot `spawn.py` reads via the `BENCHMARK_DIR` constant.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tongminglaic/ako4x/CLAUDE.md@sha256:a7315ad33e627a54

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Versions

The registry has recorded 1 version of this file, committed on May 31, 2026.

versioncommittedcommitsizeaudit
git:20260531.0fd4b5f latest2026-05-31 0fd4b5f 17,578 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (17578 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

GitHub

tongminglaic/ako4x · 84 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_okn2swfte2ewx3ty
GET https://markdownregistry.com/api/v1/resolve?ref=tongminglaic/ako4x/CLAUDE.md
GET https://markdownregistry.com/api/v1/blob/a7315ad33e627a54beaf2b480a6c9dce9bb20c5fc280a8c16bd10955915e1120

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: what a CLAUDE.md file is · keeping AGENTS.md and CLAUDE.md in sync · which agent file does what.

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