experiment-plan

Convert refined research proposals into claim-driven experiment roadmaps with phases and budgets.

2|Updated Mar 20, 2026
One-click install
npx skills add https://github.com/Gonglitian/agent-skills --skill experiment-plan-gonglitian
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: experiment-plan
Source: https://github.com/Gonglitian/agent-skills/tree/main/skills/experiment-plan
Command: npx skills add https://github.com/Gonglitian/agent-skills --skill experiment-plan-gonglitian

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Turns a refined research proposal into a concrete, claim-driven plan that guides experiment design, evaluation, and reporting.

Core Features & Use Cases

  • Claim mapping and run-order specification to defend the central idea.
  • Phase-wise experimental planning with data, compute budgets, and timelines.
  • Output-ready templates like EXPERIMENT_PLAN.md and EXPERIMENT_TRACKER.md for reproducible workflows.
  • Seamless integration with refine-logs workflow to maintain traceability.

Quick Start

Provide a refined proposal or FINAL_PROPOSAL.md and run the skill to generate a complete experiment roadmap.

Frequently Asked Questions about experiment-plan

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I turn a research proposal into a detailed experiment roadmap?▼

To turn a research proposal into an experiment roadmap, provide a refined proposal to generate a claim-driven plan covering phases, ablations, run order, budgets, and success criteria for academic papers.

What is claim mapping and how does it guide experiment planning?▼

Claim mapping in experiment planning links empirical tests directly to your central research claims, ensuring the run order and ablation studies effectively defend your core hypothesis.

How do I plan ablations and evaluation pipelines for an academic paper?▼

Planning ablations and evaluation pipelines involves specifying claim-driven experimental blocks, defining compute budgets, and setting success criteria to validate your research project reproducibly.

Can I generate reproducible experiment templates like EXPERIMENT_PLAN.md automatically?▼

Yes, you can generate output-ready templates like EXPERIMENT_PLAN.md and EXPERIMENT_TRACKER.md automatically by processing a FINAL_PROPOSAL.md file to establish reproducible experiment workflows.

Does experiment planning integrate with refine-logs to maintain traceability?▼

Experiment planning integrates seamlessly with the refine-logs workflow, maintaining traceability throughout your research project by aligning the generated roadmap with the provided system structure.

What do I need to start specifying run-order and compute budgets for research experiments?▼

To start specifying run-order and compute budgets, you need a refined research proposal as input, which the system transforms into a phase-wise experimental plan with data and timeline estimates.