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method-design SKILL.md skillA

method-design from cuhk-aim-group/neurodiscovery is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add cuhk-aim-group/neurodiscovery/method-design@git:20260529.18bb4b7

Pins git:20260529.18bb4b7 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: cuhk-aim-group/neurodiscovery
Path: skills/method-design/SKILL.md
Versions recorded: 5
Latest version: git:20260529.18bb4b7, committed May 29, 2026
First version recorded: Mar 25, 2026
Size: 5,767 bytes
Repository stars: 93
License: MIT

Use this skill whenever the user wants to formalize a network architecture and derive theoretical components from a research idea. Triggers include: 'method design', 'design method', 'network architecture', 'formula derivation', 'method-design', 'theoretical framework', 'derive equations', 'compare alternatives', 'architecture tournament', 'rank designs', 'design space exploration', or any request to transform IDEA.md into a detailed METHOD.md. This skill is the **mandatory interface-layer…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Method Design

## Overview
This skill implements the **Framework Formalization & Theoretical Derivation** process for the NeuroClaw method-design phase.

It acts as the Method Architect within the multi-agent framework:
- Reads the latest **IDEA.md** from the workspace.
- Designs the specific neural network structure (e.g., CNN backbone, attention modules, MRI-specific layers) tailored to the neuroscience task.
- Derives all necessary formulas (loss functions, gradients, convergence proofs, etc.) using symbolic or step-by-step reasoning.
- Produces a clean, publication-ready **METHOD.md** with sections: Architecture Diagram (text description), Detailed Layers, Mathematical Formulation, Implementation Notes, and Pseudocode.

If any part is ambiguous, it asks the user for clarification before proceeding.  
**Research use only** — the output is a mathematically rigorous METHOD.md ready for experiment-controller and paper-writing.

## Quick Reference (Method Flow)

| Step | Description                          | Output File            |
|------|--------------------------------------|------------------------|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add cuhk-aim-group/neurodiscovery/method-design@sha256:727ae88c005218ca

The line at the top of this page pins the label git:20260529.18bb4b7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_sc3qadhg35udi27h.svg)](https://markdownregistry.com/a/art_sc3qadhg35udi27h)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Mar 25, 2026 and May 29, 2026, about one every 16 days.

version	committed	commit	size	audit
git:20260529.18bb4b7 latest	2026-05-29	18bb4b7	5,767 B	A	view · diff
git:20260506.86420c0	2026-05-06	86420c0	3,529 B	A	view · diff
git:20260505.e9ddd22	2026-05-05	e9ddd22	3,526 B	A	view · diff
git:20260328.891ed93	2026-03-28	891ed93	3,476 B	A	view · diff
git:20260325.72d2cbf	2026-03-25	72d2cbf	3,656 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (5767 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

cuhk-aim-group/neurodiscovery · 93 stars · license MIT · pushed 2026-10-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_sc3qadhg35udi27h
GET https://markdownregistry.com/api/v1/resolve?ref=cuhk-aim-group/neurodiscovery/method-design
GET https://markdownregistry.com/api/v1/blob/727ae88c005218caa6c89c3a63739c5264c4cc384f98d1756cd464e5a3cc0f98

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.