idea-generation

name	idea-generation
description	Use this when the user wants research ideas, innovation points, or to find research gaps (找研究方向, 生成创新点). Generates 5 ideas from collected papers, identifies gaps, proposes novel methods with citations. Requires papers in workspace.
metadata	{"openclaw":{"emoji":"💡","requires":{"bins":"[Truncated]"}}}

Idea Generation

Don't ask permission. Just do it.

Generate innovative research ideas grounded in literature analysis. This skill reads existing papers, identifies research gaps, and produces 5 distinct ideas with citations.

Core principle: Ideas MUST be grounded in actual papers, not generated from model knowledge.

Outputs go to ideas/.

---

Step 1: Check Workspace Resources

First, check what resources already exist:

ls papers/ 2>/dev/null | head -20
ls knowledge/ 2>/dev/null

Assess Available Resources

Resource	Location	Status
Papers	papers/	Count: ?
Knowledge	knowledge/_index.md	Exists: Y/N

---

Step 2: Ask User About Search Strategy

Based on workspace state, ask user:

If papers exist (≥5):

📚 Found {N} papers in workspace from previous survey.

Options:

1. Use existing papers - Generate ideas from current collection
2. Search more - Run /research-collect to expand collection
3. Quick search - Add 5-10 more papers on specific topic

If no papers:

📭 No papers found in workspace.

To generate grounded ideas, I need literature. Options:

1. Run /research-collect - Comprehensive search (100+ papers, recommended)
2. Quick search - Fetch 10-15 papers on your topic now
3. You provide papers - Point me to existing PDFs/tex files

---

Step 3: Acquire Resources (if needed)

Option A: Delegate to /research-collect (Recommended)

If user wants comprehensive search:

Please run: /research-collect {topic}

This will:
- Search 100+ papers systematically
- Filter by relevance (score ≥4)
- Cluster into research directions
- Save to papers/

After survey completes, run /idea-generation again.

Option B: Quick Search (5-10 papers)

For fast iteration, do minimal search:

1. Search papers:

arxiv_search({ query: "{user_topic}", max_results: 10 })
openalex_search({ query: "{user_topic}", max_results: 10 })

2. Download papers: 按 /paper-download 的方式下载到 papers/

3. Clone reference repos (optional):

gh search repos "{paper_title} implementation" --limit 5 --sort stars
git clone --depth 1 {repo_url} repos/{name}

---

Step 4: Analyze Literature

Prerequisites: At least 5 papers in papers/

4.1 Read Papers

For each paper, extract:

• Core contribution (1 sentence)
• Key method/formula
• Limitations mentioned
• Future work suggestions

Long papers (>50KB): See references/reading-long-papers.md

4.2 Identify Research Gaps

Look for:

• Common limitations across papers
• Unexplored technique combinations
• Scalability issues
• Assumptions that could be relaxed

Document gaps in ideas/gaps.md:

# Research Gaps Identified

## Gap 1: [Description]
- Mentioned in: [paper1], [paper2]
- Why important: ...

## Gap 2: [Description]
...

---

Step 5: Generate 5 Ideas

Create ideas/idea_1.md through idea_5.md using template in references/idea-template.md.

Requirements:

• Each idea cites ≥2 papers by arXiv ID
• Use different strategies:

Idea	Strategy
1	Combination - merge 2+ techniques
2	Simplification - reduce complexity
3	Generalization - extend to new domain
4	Constraint relaxation - remove assumption
5	Architecture innovation - new design

❌ REJECTED if: No arXiv IDs cited, or ideas not grounded in literature

---

Step 6: Select and Enhance Best Idea

6.1 Score All Ideas

Idea	Novelty	Feasibility	Impact	Total
1	/5	/5	/5	/15
...

6.2 Enhance Selected Idea

Create ideas/selected_idea.md with:

• Detailed math (loss functions, gradients)
• Architecture choices
• Hyperparameters
• Implementation roadmap

---

Step 7: Code Survey

Map idea concepts to reference implementations.

See references/code-mapping.md for template.

Output: ideas/implementation_report.md

---

Step 8: Summary

Create ideas/summary.md:

• All 5 ideas with scores
• Selected idea details
• Next steps: /research-pipeline to implement

---

Commands

User Says	Action
"Generate ideas for X"	Check workspace → ask strategy → generate
"I have papers, generate ideas"	Skip to Step 4
"Enhance idea N"	Jump to Step 6
"Map to code"	Jump to Step 7

---

Integration

• Before: /research-collect to collect papers
• After: /research-pipeline to implement selected idea
• Alternative: /write-review-paper to write survey instead