chore: track claude skills, tools, templates, reference code and research-wiki

- 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
2026-07-06 20:59:03 -04:00
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+---
+name: idea-creator
+description: "Generate and rank research ideas. GPT-5.4 + Claude dual independent brainstorming. Trigger phrases: find ideas, brainstorm ideas, generate research ideas."
+argument-hint: [research-direction]
+---
+
+# Research Idea Generator
+Research direction: $ARGUMENTS
+
+## Constants
+- `OUTPUT_DIR = idea-stage/`
+
+## Workflow
+
+### Phase 0: Load Wiki Context
+If `research-wiki/query_pack.md` exists and was updated less than 7 days ago:
+- Read it
+- Treat failed ideas as a banlist
+- Treat gaps as seeds
+- Treat top papers as known prior work
+
+### Phase 1: Domain Survey
+If there is no `query_pack`, do a quick WebSearch first to build a broad domain context.
+
+### Phase 2: Dual Independent Brainstorming
+**Critical requirement: brainstorm independently on two tracks first, then synthesize.**
+
+GPT brainstorming (via Codex):
+- Use `/codex:rescue --fresh --background`
+- The prompt must ask GPT to generate 8-12 ideas
+- The prompt must include: the domain overview, known gaps, and resource constraints
+- Poll with `/codex:status`
+- Use `/codex:result` to collect the output
+
+Claude brainstorming (via Agent):
+- Dispatch a subagent through the Agent tool with `subagent_type="general-purpose"`
+- Provide the same domain overview context
+- Require it to independently generate 8-12 ideas
+
+### Phase 3: Claude Synthesis
+- Merge both idea sets and deduplicate by similarity
+- Cross-check: Claude challenges GPT ideas, GPT challenges Claude ideas
+- Score and rank everything in a single pass
+- Label each idea with its source: `GPT` / `Claude` / `consensus`
+
+### Phase 4: First Filtering Pass
+Filtering criteria:
+- Feasibility: compute, data, and implementation cost
+- Fast novelty check: run 2-3 WebSearch passes for each idea
+- Impact: answer "so what?"
+- Remove ideas that are infeasible or too vague
+
+### Phase 5: Deep Verification
+For the top ideas, call the `/novelty-check` skill.
+
+### Phase 7: Output Report
+Write `idea-stage/IDEA_REPORT.md` in Chinese, with the following format:
+
+```md
+# Research Idea Report
+**Direction**: ...
+**Date**: YYYY-MM-DD
+**Evaluation Result**: X generated -> Y survived -> W recommended
+
+## Domain Overview Summary
+## Recommended Ideas (Ranked)
+### Idea 1: <title>
+- Hypothesis / minimal experiment / novelty / feasibility / risk / source
+
+## Rejected Ideas
+```
+
+### Phase 8: Wiki Integration
+- Check whether `research-wiki/` exists
+- For each idea:
+  - `.claude/tools/research_wiki.py add_entity research-wiki/ --type idea --id <id> --title "..."`
+- Add edges:
+  - `inspired_by`
+  - `addresses_gap`
+- Rebuild `query_pack` and the index
+
+## Key Rules
+- If the direction is too broad, STOP and ask the user to narrow it
+- Failed ideas must also be written into the wiki
+- Empirical signals matter more than theoretical attractiveness
+- `"Apply X to Y"` is the lowest-level research idea
+- If `research-wiki/` does not exist, still finish the report output but skip all wiki writes
+- First independent, then synthesize; first evidence, then judgment; first filter, then dig deeper
+
+## Output Requirements
+When the task is complete, you must provide at least:
+- A domain overview summary
+- 8-12 raw ideas
+- A deduplicated candidate list
+- Filtering results and reasons
+- Deep verification results for the top ideas
+- `idea-stage/IDEA_REPORT.md`
+- Wiki write results, if applicable
+
+## Completion Criteria
+Only finish when all of the following are complete:
+1. Wiki context loading or domain survey is complete
+2. Both independent brainstorming tracks are complete
+3. Merge, deduplication, and ranking are complete
+4. The first filtering pass is complete
+5. Deep verification of top ideas is complete
+6. `idea-stage/IDEA_REPORT.md` has been written
+7. `research-wiki/` integration is complete, if applicable