Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow.
Workflow 1: Idea Discovery Pipeline Orchestrate a complete idea discovery workflow for: $ARGUMENTS Overview This skill chains sub skills into a single automated pipeline: Each phase builds on the previous one's output. The final deliverables are a validated with ranked ideas, plus a refined proposal ( ) and experiment plan ( ) for the top idea. Constants PILOT MAX HOURS 2 — Skip any pilot experiment estimated to take 2 hours per GPU. Flag as "needs manual pilot" in the report. PILOT TIMEOUT…
Full body not shown for this license – view the source on GitHub →Copy a source-pinned command for your client. You run it yourself.
Destination: .claude/skills/idea-discovery · pinned to the source commit
git clone https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git
cd Auto-Empirical-Research-Skills
git checkout 692e9fa3fea40bbdf614584d461851f8fb968ac2
mkdir -p ".claude/skills/idea-discovery"
cp -r "skills/42-wanshuiyin-ARIS/skills/skills-codex/idea-discovery" ".claude/skills/idea-discovery"Review the source before running. This copies files into your project; it is not a one-click install and does not verify runtime safety.
Scanner static-checks@0.1.0 · commit 692e9fa3fea4. Static checks cannot prove runtime safety – review the source and the exact diff before installing. How checks work.
No static rules matched. This is not a safety guarantee.