idea-discovery

Solid

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.

AI & Automation 11,051 stars 1037 forks Updated today MIT

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Skill Content

# Workflow 1: Idea Discovery Pipeline Orchestrate a complete idea discovery workflow for: **$ARGUMENTS** ## Overview This skill chains sub-skills into a single automated pipeline: ``` /research-lit → /idea-creator → /novelty-check → /research-review → /research-refine-pipeline (survey) (brainstorm) (verify novel) (critical feedback) (refine method + plan experiments) ``` Each phase builds on the previous one's output. The final deliverables are a validated `IDEA_REPORT.md` with ranked ideas, plus a refined proposal (`refine-logs/FINAL_PROPOSAL.md`) and experiment plan (`refine-logs/EXPERIMENT_PLAN.md`) 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_HOURS = 3** — Hard timeout: kill any running pilot that exceeds 3 hours. Collect partial results if available. - **MAX_PILOT_IDEAS = 3** — Run pilots for at most 3 top ideas in parallel. Additional ideas are validated on paper only. - **MAX_TOTAL_GPU_HOURS = 8** — Total GPU budget across all pilots. If exceeded, skip remaining pilots and note in report. - **AUTO_PROCEED = true** — If user doesn't respond at a checkpoint, automatically proceed with the best option after presenting results. Set to `false` to always wait for explicit user confirmation. - **REVIEWER_MODEL = `gpt-5.4`** — Model used via a secondary Codex agent. Must be an OpenAI model (e.g., `gpt-5.4`, `o3`, `gpt-4...

Details

Author
wanshuiyin
Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Created
2 months ago
Last Updated
today
Language
Python
License
MIT

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