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Independent project, not affiliated with Anthropic
wanshuiyin avatar

Ablation Planner

wanshuiyin/auto-claude-code-research-in-sleep
337 installs14.3k stars
Summary

You've got main results that support your claims, and now you need ablations before submission. This skill uses Codex to design the ablation studies from a reviewer's perspective, asking what components actually matter and what alternatives you should have tried. It generates a prioritized list with clear hypotheses for each ablation, then helps you implement them in a sensible order. The division of labor is clean: Codex thinks like a skeptical reviewer, you handle feasibility and compute budget. It's explicitly designed to prevent busywork ablations that won't add insight. Best used when you're past the "does it work" phase and need to show which parts actually contribute to your results.

Install to Claude Code

npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill ablation-planner --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
Data Science & ML
First SeenJun 3, 2026
View on GitHub

More from wanshuiyin/auto-claude-code-research-in-sleep

All 41 skills →
  • Experiment Bridge337
  • Paper Poster336
  • Rebuttal335
  • Result To Claim335
  • Auto Review Loop Llm334
  • Idea Discovery Robot331
  • Auto Review Loop Minimax330
  • Dse Loop328
  • Feishu Notify327
  • Training Check320
  • System Profile312
  • Comm Lit Review Claude Single201
  • Paper Figure437
  • Research Lit420
  • Idea Creator399
  • Idea Discovery397
  • Auto Review Loop390
  • Arxiv387
  • Grant Proposal385
  • Paper Writing384
  • Research Pipeline383
  • Semantic Scholar381
  • Research Review379
  • Analyze Results370

Recommended

More Data Science & ML →
wanshuiyin avatar
experiment-bridge

wanshuiyin/auto-claude-code-research-in-sleep

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "deploy the plan", or has an experiment plan ready to execute.
337
14.3k
wanshuiyin avatar
paper-poster

wanshuiyin/auto-claude-code-research-in-sleep

DEPRECATED — superseded by /paper-poster-html. Kept only as a redirect for muscle memory; do not use for new posters.
336
14.3k
wanshuiyin avatar
rebuttal

wanshuiyin/auto-claude-code-research-in-sleep

Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.
335
14.3k
wanshuiyin avatar
result-to-claim

wanshuiyin/auto-claude-code-research-in-sleep

Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or confirm). Use after experiments finish — before writing the paper or running ablations.
335
14.3k
wanshuiyin avatar
auto-review-loop-llm

wanshuiyin/auto-claude-code-research-in-sleep

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".
334
14.3k
wanshuiyin avatar
idea-discovery-robot

wanshuiyin/auto-claude-code-research-in-sleep

Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says "robotics idea discovery", "机器人找idea", "embodied AI idea", "机器人方向探索", "sim2real 选题", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.
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