mangowhoiscloud/geode · .agents/skills/karpathy-patterns/SKILL.md

karpathy-patterns skillA

karpathy-patterns is agent-read markdown (skill) from mangowhoiscloud/geode: Reference when designing autonomous agent systems or deciding agent freedom/safety/context management/collaboration infrastructure. 10 design principles distilled from Karpathy autoresearch (autonomous ML experiment loop) + AgentHub (agent-native Git DAG). Triggered by "autoresearch", "agenthub", "ratchet" ("래칫"), "context budget", "dumb platform", "program.md", "overnight", "autonomous experiment" ("자율 실험"), "branchless", "single-file constraint" ("단일 파일 제약"), "fixed time budget" ("고정 시간 예산") k.

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 mangowhoiscloud/geode/karpathy-patterns@git:20260906.dc9349e
Exact content
mdr add mangowhoiscloud/geode/karpathy-patterns@sha256:0e75bf1363818dde

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_ri62bs4k57crde6f.svg)](https://markdownregistry.com/a/art_ri62bs4k57crde6f)

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Versions

versioncommittedcommitsizeaudit
git:20260906.dc9349e latest2026-09-06 dc9349e 10,196 BA view · diff
git:20260825.9516eab2026-08-25 9516eab 9,043 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10196 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

mangowhoiscloud/geode · 14 stars · license Apache-2.0 · pushed 2026-09-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ri62bs4k57crde6f
GET https://markdownregistry.com/api/v1/resolve?ref=mangowhoiscloud/geode/karpathy-patterns
GET https://markdownregistry.com/api/v1/blob/0e75bf1363818ddec8e3917053aa5a72b4d4a9429bc6b9704a2bc33ed1ae0d66