Video-Tree-TRM5/.claude/skills/idea-creator/SKILL.md

name, description, argument-hint

name	description	argument-hint
idea-creator	Generate and rank research ideas. GPT-5.4 + Claude dual independent brainstorming. Trigger phrases: find ideas, brainstorm ideas, generate research ideas.	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:

# 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