jpcaparas/skills · skills/engineering/heuristic-to-deterministic/AGENTS.md

AGENTS.md@skills/engineering/heuristic-to-deterministic agentsA

AGENTS.md@skills/engineering/heuristic-to-deterministic is agent-read markdown (agents) from jpcaparas/skills.

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 jpcaparas/skills/skills/engineering/heuristic-to-deterministic/AGENTS.md@git:20260912.938fe03
Exact content
mdr add jpcaparas/skills/skills/engineering/heuristic-to-deterministic/AGENTS.md@sha256:859c7527599e4a68

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_6nfkz3ud42duh7wu.svg)](https://markdownregistry.com/a/art_6nfkz3ud42duh7wu)

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Versions

versioncommittedcommitsizeaudit
git:20260912.938fe03 latest2026-09-12 938fe03 448 BA view

Audit of the latest version

A  14 of 14 checks passed. Deterministic, no model, same answer every run.
  • pass: Size between 200 bytes and 200 KB (448 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

jpcaparas/skills · 49 stars · license none · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6nfkz3ud42duh7wu
GET https://markdownregistry.com/api/v1/resolve?ref=jpcaparas/skills/skills/engineering/heuristic-to-deterministic/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/859c7527599e4a6828bebacc10b12276359a09071c7ff46d4bda37fbd6283017

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