scientify-idea-generation

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.

Workspace: See ../_shared/workspace-spec.md for directory structure. Outputs go to $WORKSPACE/ideas/.

Step 1: Check Workspace Resources

First, check what resources already exist:

# Check active project
cat ~/.openclaw/workspace/projects/.active 2>/dev/null

Check papers

ls ~/.openclaw/workspace/projects/*/papers/ 2>/dev/null | head -20

Check survey results

cat ~/.openclaw/workspace/projects/*/survey/clusters.json 2>/dev/null | head -5

### Assess Available Resources

| Resource | Location | Status |
|----------|----------|--------|
| Papers | `$WORKSPACE/papers/` | Count: ? |
| Survey clusters | `$WORKSPACE/survey/clusters.json` | Exists: Y/N |
| Repos | `$WORKSPACE/repos/` | Count: ? |

## 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 `/literature-survey` 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 /literature-survey** - 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 /literature-survey (Recommended)

If user wants comprehensive search:

Please run: /literature-survey {topic}

This will:

• Search 100+ papers systematically
• Filter by relevance (score >=4)
• Cluster into research directions
• Save to $WORKSPACE/papers/

After survey completes, run /idea-generation again.

### Option B: Quick Search (5-10 papers)

For fast iteration, do minimal search:

1. **ArXiv search:**

Tool: arxiv_search Arguments: query: "{user_topic}" max_results: 10

2. **Clone 3-5 reference repos:**
```bash
mkdir -p $WORKSPACE/repos
git clone --depth 1 {repo_url} $WORKSPACE/repos/{name}

1. Download paper sources:

mkdir -p $WORKSPACE/papers/{arxiv_id}
curl -L "https://arxiv.org/src/{arxiv_id}" | tar -xz -C $WORKSPACE/papers/{arxiv_id}

Step 4: Analyze Literature

Prerequisites: At least 5 papers in $WORKSPACE/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 $WORKSPACE/ideas/gaps.md:

# Research Gaps Identified

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

## Gap 2: [Description]
...

Step 5: Generate 5 Ideas

Create $WORKSPACE/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 $WORKSPACE/ideas/selected_idea.md with:

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

6.3 (Optional but recommended) OpenReview Evidence Check

For the top 1-2 shortlisted ideas, validate novelty/positioning risk with openreview_lookup:

• Query using core title keywords or representative baseline paper title
• Extract evidence:
  • decision (if available)
  • average rating/confidence
  • reviewer weakness patterns
• Add a short "submission risk note" section per idea:
  • likely reviewer concern
  • mitigation experiment to add
  • positioning adjustment

Do not claim accept/reject predictions as facts. Report evidence-backed risk signals only.

Step 7: Code Survey

Map idea concepts to reference implementations.

See references/code-mapping.md for template.

Output: $WORKSPACE/ideas/implementation_report.md

Step 8: Summary

Create $WORKSPACE/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: /literature-survey to collect papers
• After: /research-pipeline to implement selected idea
• Alternative: /write-review-paper to write survey instead