iomgaa
6bdb802f01
- Add all claude skills (brainstorming, commit, debugging, TDD, etc.) - Add claude hooks (pre-commit-guard, post-edit-quality) - Add research templates (experiment plan, research brief, etc.) - Add claude tools (arxiv/semantic_scholar/openalex fetch, wiki, exa) - Add TRM4 reference implementation as algorithm fidelity baseline - Add research-wiki content (plans, index, graph, query_pack) - Update .gitignore to exclude .graphify_version runtime state
109 lines
3.7 KiB
Markdown
109 lines
3.7 KiB
Markdown
---
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name: idea-creator
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description: "Generate and rank research ideas. GPT-5.4 + Claude dual independent brainstorming. Trigger phrases: find ideas, brainstorm ideas, generate research ideas."
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argument-hint: [research-direction]
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---
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# Research Idea Generator
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Research direction: $ARGUMENTS
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## Constants
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- `OUTPUT_DIR = idea-stage/`
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## Workflow
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### Phase 0: Load Wiki Context
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If `research-wiki/query_pack.md` exists and was updated less than 7 days ago:
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- Read it
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- Treat failed ideas as a banlist
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- Treat gaps as seeds
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- Treat top papers as known prior work
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### Phase 1: Domain Survey
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If there is no `query_pack`, do a quick WebSearch first to build a broad domain context.
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### Phase 2: Dual Independent Brainstorming
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**Critical requirement: brainstorm independently on two tracks first, then synthesize.**
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GPT brainstorming (via Codex):
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- Use `/codex:rescue --fresh --background`
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- The prompt must ask GPT to generate 8-12 ideas
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- The prompt must include: the domain overview, known gaps, and resource constraints
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- Poll with `/codex:status`
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- Use `/codex:result` to collect the output
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Claude brainstorming (via Agent):
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- Dispatch a subagent through the Agent tool with `subagent_type="general-purpose"`
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- Provide the same domain overview context
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- Require it to independently generate 8-12 ideas
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### Phase 3: Claude Synthesis
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- Merge both idea sets and deduplicate by similarity
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- Cross-check: Claude challenges GPT ideas, GPT challenges Claude ideas
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- Score and rank everything in a single pass
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- Label each idea with its source: `GPT` / `Claude` / `consensus`
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### Phase 4: First Filtering Pass
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Filtering criteria:
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- Feasibility: compute, data, and implementation cost
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- Fast novelty check: run 2-3 WebSearch passes for each idea
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- Impact: answer "so what?"
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- Remove ideas that are infeasible or too vague
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### Phase 5: Deep Verification
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For the top ideas, call the `/novelty-check` skill.
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### Phase 7: Output Report
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Write `idea-stage/IDEA_REPORT.md` in Chinese, with the following format:
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```md
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# Research Idea Report
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**Direction**: ...
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**Date**: YYYY-MM-DD
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**Evaluation Result**: X generated -> Y survived -> W recommended
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## Domain Overview Summary
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## Recommended Ideas (Ranked)
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### Idea 1: <title>
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- Hypothesis / minimal experiment / novelty / feasibility / risk / source
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## Rejected Ideas
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```
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### Phase 8: Wiki Integration
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- Check whether `research-wiki/` exists
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- For each idea:
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- `.claude/tools/research_wiki.py add_entity research-wiki/ --type idea --id <id> --title "..."`
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- Add edges:
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- `inspired_by`
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- `addresses_gap`
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- Rebuild `query_pack` and the index
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## Key Rules
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- If the direction is too broad, STOP and ask the user to narrow it
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- Failed ideas must also be written into the wiki
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- Empirical signals matter more than theoretical attractiveness
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- `"Apply X to Y"` is the lowest-level research idea
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- If `research-wiki/` does not exist, still finish the report output but skip all wiki writes
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- First independent, then synthesize; first evidence, then judgment; first filter, then dig deeper
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## Output Requirements
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When the task is complete, you must provide at least:
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- A domain overview summary
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- 8-12 raw ideas
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- A deduplicated candidate list
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- Filtering results and reasons
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- Deep verification results for the top ideas
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- `idea-stage/IDEA_REPORT.md`
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- Wiki write results, if applicable
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## Completion Criteria
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Only finish when all of the following are complete:
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1. Wiki context loading or domain survey is complete
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2. Both independent brainstorming tracks are complete
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3. Merge, deduplication, and ranking are complete
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4. The first filtering pass is complete
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5. Deep verification of top ideas is complete
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6. `idea-stage/IDEA_REPORT.md` has been written
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7. `research-wiki/` integration is complete, if applicable
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