akaszubski/autonomous-dev · plugins/autonomous-dev/skills/scientific-validation/SKILL.md

scientific-validation skillA

scientific-validation is agent-read markdown (skill) from akaszubski/autonomous-dev: Scientific method for validating claims with pre-registration, power analysis, statistical rigor, and Bayesian methods. Use when testing hypotheses, running experiments, or validating claims from papers. TRIGGER when: validate, hypothesis, experiment, backtest, evidence, statistical test. DO NOT TRIGGER when: routine coding, config changes, documentation, non-experimental tasks..

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 akaszubski/autonomous-dev/scientific-validation@git:20260317.e64d556
Exact content
mdr add akaszubski/autonomous-dev/scientific-validation@sha256:e7e31b8c99a67208

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_ooemaezxo3eiid2n.svg)](https://markdownregistry.com/a/art_ooemaezxo3eiid2n)

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Versions

versioncommittedcommitsizeaudit
git:20260317.e64d556 latest2026-03-17 e64d556 7,345 BA view · diff
v2.1.02026-03-06 3a09c50 7,571 BA view · diff
v2.1.02026-02-19 4f3e7c2 7,420 BA view · diff
v2.1.02026-02-13 c7ec021 6,865 BA view · diff
v2.1.02026-01-25 30a9fa9 6,864 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 (7345 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

akaszubski/autonomous-dev · 34 stars · license none · pushed 2026-09-16 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_ooemaezxo3eiid2n
GET https://markdownregistry.com/api/v1/resolve?ref=akaszubski/autonomous-dev/scientific-validation
GET https://markdownregistry.com/api/v1/blob/e7e31b8c99a67208388309adfef5da708bf2c41554466130b75f44a07fca2d16

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