wanshuiyin/anti-autoresearch · skills/eval-design-forensics/SKILL.md

eval-design-forensics skillA

eval-design-forensics is agent-read markdown (skill) from wanshuiyin/anti-autoresearch: Audit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score may not measure generalization (HP-EVAL-LEAKAGE — adopts the Kapoor & Narayanan 8-type / 3-category leakage taxonomy; the illegitimate-proxy / sampling-bias / pretraining-contamination subtypes hand off as needs_external_check, naming but NEVER running Oren-20.

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 wanshuiyin/anti-autoresearch/eval-design-forensics@git:20260810.98a75fc
Exact content
mdr add wanshuiyin/anti-autoresearch/eval-design-forensics@sha256:8c20d1e39a5e5417

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_ai2k2dpcjw5egloz.svg)](https://markdownregistry.com/a/art_ai2k2dpcjw5egloz)

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Versions

versioncommittedcommitsizeaudit
git:20260810.98a75fc latest2026-08-10 98a75fc 63,506 BA view · diff
git:20260710.16f74802026-07-10 16f7480 63,680 BA view · diff
git:20260710.a1a963f2026-07-10 a1a963f 63,341 BA view · diff
git:20260628.b35080d2026-06-28 b35080d 62,924 BA view · diff
git:20260627.c379c752026-06-27 c379c75 62,924 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 (63506 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

wanshuiyin/anti-autoresearch · 154 stars · license MIT · pushed 2026-09-09 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ai2k2dpcjw5egloz
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/anti-autoresearch/eval-design-forensics
GET https://markdownregistry.com/api/v1/blob/8c20d1e39a5e5417d771604ecd8b0f081458feae840168ebc701be66afc04dd4

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