# Quick Start Guide Get started with the Cross-Iteration Pattern Synthesis System in 5 minutes. ## Prerequisites ```bash # Install jq (JSON processor for validation) sudo apt-get install jq # Ubuntu/Debian brew install jq # macOS choco install jq # Windows ``` ## Installation ```bash # Clone this repository git clone pattern-synthesis cd pattern-synthesis # Make validator executable chmod +x validators/check_patterns.sh # Verify installation ./validators/check_patterns.sh pattern_library_template.json ``` ## First Generation (3 Minutes) ### Step 1: Start Claude Code ```bash claude ``` ### Step 2: Generate First 5 Iterations ```bash /project:infinite-synthesis specs/example_spec.md output 5 ``` **What happens**: - Wave 1 generates 5 unique visualizations - Pattern library automatically created - Takes ~2-3 minutes ### Step 3: View Results ```bash # Check generated files ls output/ # Output: visualization_1.html ... visualization_5.html # Check pattern library cat pattern_library/patterns.json | jq '.patterns | keys' # Output: ["structural", "content", "innovation", "quality"] ``` ### Step 4: Validate Patterns ```bash ./validators/check_patterns.sh pattern_library/patterns.json ``` **Expected output**: ``` ✓ Valid JSON ✓ All required fields present ✓ Pattern categories complete Version: 1.0 Total patterns: 12 Quality score: 95% complete ``` ## Second Generation (Pattern-Guided) ### Step 5: Generate 5 More Iterations ```bash /project:infinite-synthesis specs/example_spec.md output 10 ``` **What happens**: - Wave 2 generates iterations 6-10 - Sub-agents receive pattern library as examples - Quality improves (~15-20%) - Pattern library updates to v1.1 ### Step 6: Analyze Improvement ```bash /project:analyze-patterns pattern_library/patterns.json output ``` **Expected results**: ``` Pattern Adoption Rate: 80% Quality Improvement: +18% Consistency Improvement: +42% ``` ## View Your Visualizations Open any generated HTML file in a browser: ```bash # macOS open output/visualization_6.html # Linux xdg-open output/visualization_6.html # Windows start output/visualization_6.html ``` Compare iteration 1 (no patterns) with iteration 6 (pattern-guided). Notice: - More consistent code organization - Better documentation - Similar architectural patterns - Still unique and creative! ## Next Steps ### Continue Generation ```bash # Generate 10 more iterations (total: 20) /project:infinite-synthesis specs/example_spec.md output 20 ``` ### Try Infinite Mode ```bash # Continuous generation until context limit /project:infinite-synthesis specs/example_spec.md output infinite ``` ### Create Custom Specification ```bash # Copy example spec cp specs/example_spec.md specs/my_spec.md # Edit with your requirements nano specs/my_spec.md # Generate from your spec /project:infinite-synthesis specs/my_spec.md my_output 10 ``` ### View Pattern Details ```bash # See all structural patterns cat pattern_library/patterns.json | jq '.patterns.structural' # View specific pattern cat pattern_library/patterns.json | jq '.patterns.structural[0]' # Check pattern adoption cat pattern_library/patterns.json | jq '.metadata.avg_quality_score' ``` ## Common Tasks ### Extract Patterns from Existing Code ```bash # Analyze existing project /project:extract-patterns /path/to/existing/code pattern_library/extracted.json # Use those patterns for new generation /project:infinite-synthesis specs/new_spec.md new_output 10 pattern_library/extracted.json ``` ### Compare Pattern Libraries ```bash # After generating 10 iterations cp pattern_library/patterns.json pattern_library/wave2.json # Generate 10 more (total: 20) /project:infinite-synthesis specs/example_spec.md output 20 # Compare versions diff <(jq '.patterns.structural' pattern_library/wave2.json) \ <(jq '.patterns.structural' pattern_library/patterns.json) ``` ### Validate Before Using ```bash # Always validate pattern library before generation ./validators/check_patterns.sh pattern_library/patterns.json # Fix any issues reported # Then proceed with generation ``` ## Troubleshooting ### Issue: "jq: command not found" **Solution**: Install jq (see Prerequisites) ### Issue: Pattern library not being used **Check**: ```bash # Verify pattern library exists test -f pattern_library/patterns.json && echo "Exists" || echo "Missing" # Verify it's valid ./validators/check_patterns.sh pattern_library/patterns.json ``` **Solution**: Re-run pattern extraction ```bash /project:extract-patterns output pattern_library/patterns.json ``` ### Issue: Quality not improving **Check**: ```bash # View pattern count cat pattern_library/patterns.json | jq '.patterns.structural | length' # Should be 3-5 # Check for success metrics cat pattern_library/patterns.json | jq '.patterns.structural[0].success_metrics' # Should not be empty ``` **Solution**: Re-extract with deep analysis ```bash /project:extract-patterns output pattern_library/patterns.json deep ``` ### Issue: Iterations too similar **Solution**: Emphasize uniqueness in spec Edit your spec file to add: ```markdown ## Uniqueness Requirements (CRITICAL) Each iteration MUST differ in: 1. Data domain (different subject matter) 2. Visualization type (different chart type) 3. Visual style (different colors, layout) 4. Interaction model (different user interactions) 5. Technical approach (different implementation) Similarity > 50% to any existing iteration = FAILURE ``` ## Understanding the Output ### Iteration Files ```html Visualization Title
``` ### Pattern Library Structure ```json { "version": "1.1", "patterns": { "structural": [ { "name": "Pattern name", "description": "What it does", "example_file": "output/visualization_3.html", "key_characteristics": ["trait1", "trait2"], "success_metrics": "Why it works", "code_snippet": "// Example code..." } ] } } ``` ### Analysis Report ```markdown # Pattern Library Effectiveness Report ## Key Findings - Pattern Adoption: 80% (8/10 iterations use patterns) - Quality Improvement: +18% - Consistency: Variance reduced 42% ## Top Patterns 1. Modular Three-Layer Architecture (80% adoption) 2. Progressive Disclosure Documentation (60% adoption) 3. Guard Clause Error Handling (50% adoption) ``` ## Tips for Success ### 1. Start Small Begin with 5-10 iterations to establish patterns before scaling up. ### 2. Validate Early Run the validator after first pattern extraction to catch issues early. ### 3. Review Patterns Look at extracted patterns to understand what the system learned: ```bash cat pattern_library/patterns.json | jq '.patterns.structural[0]' | less ``` ### 4. Iterate on Specs If patterns aren't what you want, refine your specification and regenerate. ### 5. Monitor Quality Use the analysis command to track improvement: ```bash /project:analyze-patterns pattern_library/patterns.json output ``` ### 6. Preserve Innovation If iterations become too similar, reduce pattern count: ```bash # Use "quick" mode for 3 patterns per category instead of 5 /project:extract-patterns output pattern_library/patterns.json quick ``` ## Example Session Here's a complete session from start to finish: ```bash # Session start claude # Generate Wave 1 (cold start) /project:infinite-synthesis specs/example_spec.md viz 5 # → Creates viz/visualization_1.html through visualization_5.html # → Creates pattern_library/patterns.json v1.0 # Validate patterns ./validators/check_patterns.sh pattern_library/patterns.json # → ✓ Valid JSON, 12 patterns extracted # Review extracted patterns cat pattern_library/patterns.json | jq '.patterns.structural[0].name' # → "Modular Three-Layer Architecture" # Generate Wave 2 (pattern-guided) /project:infinite-synthesis specs/example_spec.md viz 10 # → Creates visualization_6.html through visualization_10.html # → Updates pattern_library/patterns.json to v1.1 # Analyze effectiveness /project:analyze-patterns pattern_library/patterns.json viz # → Pattern Adoption: 80% # → Quality Improvement: +18% # View a visualization open viz/visualization_7.html # Continue with Wave 3 /project:infinite-synthesis specs/example_spec.md viz 15 # → visualization_11.html through visualization_15.html # → pattern_library/patterns.json v1.2 # Final analysis /project:analyze-patterns pattern_library/patterns.json viz # → Pattern Adoption: 90% # → Quality Improvement: +22% # → Consistency: Variance reduced 58% # Success! 15 high-quality visualizations with consistent patterns ``` ## What's Next? ### Learn More - Read [README.md](README.md) for comprehensive overview - Read [EXAMPLES.md](EXAMPLES.md) for real-world use cases - Read [ARCHITECTURE.md](ARCHITECTURE.md) for technical details ### Customize - Edit `specs/example_spec.md` to create custom specifications - Modify `pattern_library_template.json` to add new pattern categories - Extend `.claude/commands/` for custom workflows ### Share - Export your pattern library: `cp pattern_library/patterns.json my_patterns.json` - Share with team: Pattern libraries are reusable across projects - Contribute: Add your patterns to community collections ## Getting Help ### Check Documentation - **README.md**: Overview and features - **EXAMPLES.md**: Real-world examples - **ARCHITECTURE.md**: Technical deep dive - **CLAUDE.md**: Agent instructions (for Claude Code) ### Common Questions **Q: How many iterations before patterns emerge?** A: Typically 5-10 iterations. Quality improvement visible after 10-15. **Q: Can I use my own pattern library?** A: Yes! Extract from any codebase or manually create one. **Q: Will patterns reduce creativity?** A: No. Patterns provide foundation. Innovation metrics show creativity remains high. **Q: How do I stop infinite mode?** A: It stops automatically at 80% context budget or when quality plateaus. **Q: Can I edit patterns manually?** A: Yes. Edit the JSON, then validate with `check_patterns.sh`. ## Success Criteria You're successful when you see: ✓ Pattern adoption rate >70% ✓ Quality improvement >15% ✓ Consistency improvement >40% ✓ Innovation preservation (still unique iterations) ✓ Pattern library validates without errors ✓ Generated output meets your spec requirements Congratulations! You're now using cumulative learning to generate progressively better iterations. --- **Time to first results**: 3 minutes **Time to see improvement**: 5 minutes **Time to mastery**: 30 minutes Start now: `/project:infinite-synthesis specs/example_spec.md output 5`