ablation-planner SKILL.md skillA
ablation-planner from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/ablation-planner@git:20260927.a059f3aPins git:20260927.a059f3a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/ablation-planner/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260927.a059f3a, committed Sep 27, 2026
- First version recorded
- Sep 23, 2026
- Size
- 5,239 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed to answer reviewer questions.
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
# Ablation Planner
Systematically design ablation studies that answer the questions reviewers will ask. 独立评审模型主导设计（审稿人视角，经评审桥调用），当前 Agent 复核可行性并实施。
## Context: $ARGUMENTS
## When to Use
- Main results pass `/result-to-claim` with claim_supported = yes or partial
- User explicitly requests ablation planning
- `/auto-review-loop` reviewer identifies missing ablations
## Workflow
### Step 1: Prepare Context
CC reads available project files to build the full picture:
- Method description and components (from docs/research_contract.md or project AGENTS.md)
- Current experiment results (from EXPERIMENT_LOG.md, EXPERIMENT_TRACKER.md, or W&B)
- Confirmed and intended claims (from result-to-claim output or project notes)
- Available compute resources (from AGENTS.md server config, if present)
### Step 2: 独立评审模型设计消融
```
review_bridge.invoke: # 经评审桥调用独立评审模型（工具名随宿主；缺席时降级为当前 Agent 自审）
config: {"model_reasoning_effort": "xhigh"}
prompt: |
You are a rigorous ML reviewer planning ablation studies.
Given this method and results, design ablations that:
1. Isolate the contribution of each novel component
2. Answer questions reviewers will definitely ask
…Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/ablation-planner@sha256:48e466c5b990a519The line at the top of this page pins the label git:20260927.a059f3a, 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.
[](https://markdownregistry.com/a/art_cw7gs55sfauo3pmf)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 23, 2026 and Sep 27, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.a059f3a latest | 2026-09-27 | a059f3a | 5,239 B | A | view · diff |
| git:20260923.2013b81 | 2026-09-23 | 2013b81 | 5,219 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5239 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
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cw7gs55sfauo3pmf GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/ablation-planner GET https://markdownregistry.com/api/v1/blob/48e466c5b990a519f8eab4187b274829f817f095fdcf31a02aa94c4bbf4db86e
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.
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