conmuyan/my-academic-skills · skills/research-code/SKILL.md

research-code skillA

research-code is agent-read markdown (skill) from conmuyan/my-academic-skills: Implement or strip-down university-lab deep-learning paper prototypes in top-conference GitHub style: few files, readable forward/loss, easy to ablate and reproduce. Use when the user asks to implement a method, 实现算法, 写论文代码, 科研代码, 顶会开源风格, 最小实现, 去工程化, research prototype, or to remove factory/registry/hook/ trainer/audit wrappers. Also use for /research-code. Not for production services, web APIs, Docker/CI/packaging, or building a generic training framework..

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 conmuyan/my-academic-skills/research-code@v1.0.0
Exact content
mdr add conmuyan/my-academic-skills/research-code@sha256:556a5d4b12c43a73

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_xalusp54hx34a57s.svg)](https://markdownregistry.com/a/art_xalusp54hx34a57s)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-17 2c640b7 9,052 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.

Source

GitHub

conmuyan/my-academic-skills · 2 stars · license MIT · pushed 2026-08-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xalusp54hx34a57s
GET https://markdownregistry.com/api/v1/resolve?ref=conmuyan/my-academic-skills/research-code
GET https://markdownregistry.com/api/v1/blob/556a5d4b12c43a735f4ecf40742f101ca9200274381a51cd3d7d397f4eb0c040