akillness/jeo-skills · .agent-skills/autoresearch/SKILL.md

autoresearch skillB

autoresearch is agent-read markdown (skill) from akillness/jeo-skills: Run Karpathy-style autonomous ML search on a real training repo: choose the right mode (setup, program.md, bounded loop, results interpretation, or constrained-hardware adaptation), preserve the immutable prepare.py / 300-second / val_bpb contract, and route prompt/skill eval work away to LangSmith, Promptfoo, Braintrust, or skill-autoresearch..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add akillness/jeo-skills/autoresearch@v1.2.0
Exact content
mdr add akillness/jeo-skills/autoresearch@sha256:206ed9ccf1c89fa5

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yuvl2jyri4czsmpf.svg)](https://markdownregistry.com/a/art_yuvl2jyri4czsmpf)

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Versions

versioncommittedcommitsizeaudit
v1.2.0 latest2026-07-27 056e3f8 11,346 BB view · diff
v1.2.02026-06-26 48fd3af 11,011 BB view · diff
v1.2.02026-06-26 4f9b684 11,008 BB view · diff
v1.2.02026-06-24 e051a1e 11,006 BB view · diff
v1.2.02026-06-24 4861747 11,004 BB view

Audit of the latest version

B  16 of 17 checks passed. Deterministic, no model, same answer every run.
  • fail: No curl or wget piped into a shell (matched: curl -LsSf https://astral.sh/uv/install.sh | sh)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11346 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 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

akillness/jeo-skills · 47 stars · license none · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yuvl2jyri4czsmpf
GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/autoresearch
GET https://markdownregistry.com/api/v1/blob/206ed9ccf1c89fa5a0d08527efc69fb0d3b11cf20ad996b4de3656a5fae9a7cf

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.