aperivue/medsci-skills · skills/model-scaffold/SKILL.md

model-scaffold skillA

model-scaffold is agent-read markdown (skill) from aperivue/medsci-skills: Generate a reproducible, runnable PyTorch training repo for a medical-imaging task — segmentation, classification, detection, image-to-image synthesis, self-supervised pretraining, or fine-tuning a pretrained backbone (transfer learning) — the missing middle link between choosing an architecture and validating a trained model. Emits a patient-level seed-locked split as an auditable artifact, a task-appropriate model, train and evaluate scripts that seed every RNG and infer under eval mode, a con.

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 aperivue/medsci-skills/model-scaffold@git:20260704.f343c85
Exact content
mdr add aperivue/medsci-skills/model-scaffold@sha256:8fcf4060f064a192

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_2wlwtvxuqms66kxd.svg)](https://markdownregistry.com/a/art_2wlwtvxuqms66kxd)

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Versions

versioncommittedcommitsizeaudit
git:20260704.f343c85 latest2026-07-04 f343c85 9,527 BA view · diff
git:20260704.54921822026-07-04 5492182 9,237 BA view · diff
git:20260628.244e4152026-06-28 244e415 7,686 BA view · diff
git:20260628.90a6b582026-06-28 90a6b58 7,048 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 (9527 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

aperivue/medsci-skills · 306 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2wlwtvxuqms66kxd
GET https://markdownregistry.com/api/v1/resolve?ref=aperivue/medsci-skills/model-scaffold
GET https://markdownregistry.com/api/v1/blob/8fcf4060f064a1924d4bec278e0c0c628c99caf6ea75f617f8b9748cbb207ed8

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