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+# Agentic-Synth Implementation Plan
+
+This document outlines the implementation plan for the builder agent.
+
+## Overview
+
+The architecture has been designed with all core components, APIs, and integration points defined. The builder agent should now implement the functionality according to this plan.
+
+## Implementation Phases
+
+### Phase 1: Core Infrastructure (Priority: HIGH)
+
+#### 1.1 Type System
+- ✅ **COMPLETED**: `/src/types/index.ts` - All core type definitions created
+
+#### 1.2 Configuration System
+- ✅ **COMPLETED**: `/src/core/Config.ts` - Configuration loader and management
+- ⏳ **TODO**: Add validation for config schemas
+- ⏳ **TODO**: Add config file watchers for hot-reload
+
+#### 1.3 Cache Manager
+- ⏳ **TODO**: Implement `/src/core/Cache.ts`
+  - LRU cache implementation
+  - File-based persistence
+  - Cache statistics and metrics
+  - TTL support
+  - Content-based key generation
+
+#### 1.4 Logger System
+- ⏳ **TODO**: Implement `/src/core/Logger.ts`
+  - Winston-based logging
+  - Multiple log levels
+  - File and console transports
+  - Structured logging
+
+### Phase 2: Generator System (Priority: HIGH)
+
+#### 2.1 Base Generator
+- ✅ **COMPLETED**: `/src/generators/base.ts` - Base interfaces defined
+- ⏳ **TODO**: Add more validation helpers
+
+#### 2.2 Generator Hub
+- ⏳ **TODO**: Implement `/src/generators/Hub.ts`
+  - Generator registration
+  - Generator selection by type
+  - Custom generator support
+  - Generator lifecycle management
+
+#### 2.3 Specific Generators
+- ⏳ **TODO**: Implement `/src/generators/TimeSeries.ts`
+  - Time-series data generation
+  - Trend, seasonality, noise support
+  - Sample rate handling
+
+- ⏳ **TODO**: Implement `/src/generators/Events.ts`
+  - Event stream generation
+  - Rate and distribution control
+  - Event correlations
+
+- ⏳ **TODO**: Implement `/src/generators/Structured.ts`
+  - Structured record generation
+  - Schema validation
+  - Constraint enforcement
+
+### Phase 3: Model Integration (Priority: HIGH)
+
+#### 3.1 Base Model Provider
+- ⏳ **TODO**: Implement `/src/models/base.ts`
+  - Provider interface
+  - Cost calculation
+  - Error handling
+
+#### 3.2 Model Providers
+- ⏳ **TODO**: Implement `/src/models/providers/Gemini.ts`
+  - Google Gemini API integration
+  - Context caching support
+  - Streaming support
+
+- ⏳ **TODO**: Implement `/src/models/providers/OpenRouter.ts`
+  - OpenRouter API integration
+  - Multi-model support
+  - Cost tracking
+
+#### 3.3 Model Router
+- ⏳ **TODO**: Implement `/src/models/Router.ts`
+  - Routing strategies (cost, performance, quality)
+  - Fallback chain management
+  - Model selection logic
+  - Cost optimization
+
+### Phase 4: Integration System (Priority: MEDIUM)
+
+#### 4.1 Integration Manager
+- ⏳ **TODO**: Implement `/src/integrations/Manager.ts`
+  - Integration lifecycle
+  - Runtime detection
+  - Graceful degradation
+
+#### 4.2 Midstreamer Adapter
+- ⏳ **TODO**: Implement `/src/integrations/Midstreamer.ts`
+  - Stream pipeline integration
+  - Buffer management
+  - Error handling
+
+#### 4.3 Agentic-Robotics Adapter
+- ⏳ **TODO**: Implement `/src/integrations/AgenticRobotics.ts`
+  - Workflow registration
+  - Workflow triggering
+  - Schedule management
+
+#### 4.4 Ruvector Adapter
+- ⏳ **TODO**: Implement `/src/integrations/Ruvector.ts`
+  - Vector storage
+  - Similarity search
+  - Batch operations
+
+### Phase 5: SDK Implementation (Priority: HIGH)
+
+#### 5.1 Main SDK Class
+- ✅ **COMPLETED**: `/src/sdk/AgenticSynth.ts` - Core structure defined
+- ⏳ **TODO**: Implement all methods fully
+- ⏳ **TODO**: Add event emitters
+- ⏳ **TODO**: Add progress tracking
+
+#### 5.2 SDK Index
+- ⏳ **TODO**: Implement `/src/sdk/index.ts`
+  - Export public APIs
+  - Re-export types
+
+### Phase 6: CLI Implementation (Priority: MEDIUM)
+
+#### 6.1 CLI Entry Point
+- ⏳ **TODO**: Implement `/src/bin/cli.ts`
+  - Commander setup
+  - Global options
+  - Error handling
+
+#### 6.2 Commands
+- ⏳ **TODO**: Implement `/src/bin/commands/generate.ts`
+  - Generate command with all options
+  - Output formatting
+
+- ⏳ **TODO**: Implement `/src/bin/commands/batch.ts`
+  - Batch generation from config
+  - Parallel processing
+
+- ⏳ **TODO**: Implement `/src/bin/commands/cache.ts`
+  - Cache management commands
+
+- ⏳ **TODO**: Implement `/src/bin/commands/config.ts`
+  - Config management commands
+
+### Phase 7: Utilities (Priority: LOW)
+
+#### 7.1 Validation Helpers
+- ⏳ **TODO**: Implement `/src/utils/validation.ts`
+  - Schema validation
+  - Input sanitization
+  - Error messages
+
+#### 7.2 Serialization
+- ⏳ **TODO**: Implement `/src/utils/serialization.ts`
+  - JSON/JSONL support
+  - CSV support
+  - Parquet support
+  - Compression
+
+#### 7.3 Prompt Templates
+- ⏳ **TODO**: Implement `/src/utils/prompts.ts`
+  - Template system
+  - Variable interpolation
+  - Context building
+
+### Phase 8: Testing (Priority: HIGH)
+
+#### 8.1 Unit Tests
+- ⏳ **TODO**: `/tests/unit/generators/*.test.ts`
+- ⏳ **TODO**: `/tests/unit/models/*.test.ts`
+- ⏳ **TODO**: `/tests/unit/core/*.test.ts`
+- ⏳ **TODO**: `/tests/unit/sdk/*.test.ts`
+
+#### 8.2 Integration Tests
+- ⏳ **TODO**: `/tests/integration/e2e.test.ts`
+- ⏳ **TODO**: `/tests/integration/midstreamer.test.ts`
+- ⏳ **TODO**: `/tests/integration/robotics.test.ts`
+- ⏳ **TODO**: `/tests/integration/ruvector.test.ts`
+
+#### 8.3 Test Fixtures
+- ⏳ **TODO**: Create test schemas
+- ⏳ **TODO**: Create test configs
+- ⏳ **TODO**: Create mock data
+
+### Phase 9: Examples (Priority: MEDIUM)
+
+#### 9.1 Basic Examples
+- ⏳ **TODO**: `/examples/basic/timeseries.ts`
+- ⏳ **TODO**: `/examples/basic/events.ts`
+- ⏳ **TODO**: `/examples/basic/structured.ts`
+
+#### 9.2 Integration Examples
+- ⏳ **TODO**: `/examples/integrations/midstreamer-pipeline.ts`
+- ⏳ **TODO**: `/examples/integrations/robotics-workflow.ts`
+- ⏳ **TODO**: `/examples/integrations/ruvector-search.ts`
+- ⏳ **TODO**: `/examples/integrations/full-integration.ts`
+
+#### 9.3 Advanced Examples
+- ⏳ **TODO**: `/examples/advanced/custom-generator.ts`
+- ⏳ **TODO**: `/examples/advanced/model-routing.ts`
+- ⏳ **TODO**: `/examples/advanced/batch-generation.ts`
+
+### Phase 10: Documentation (Priority: MEDIUM)
+
+#### 10.1 Architecture Documentation
+- ✅ **COMPLETED**: `/docs/ARCHITECTURE.md`
+- ✅ **COMPLETED**: `/docs/DIRECTORY_STRUCTURE.md`
+
+#### 10.2 API Documentation
+- ✅ **COMPLETED**: `/docs/API.md`
+
+#### 10.3 Integration Documentation
+- ✅ **COMPLETED**: `/docs/INTEGRATION.md`
+
+#### 10.4 Additional Documentation
+- ⏳ **TODO**: `/docs/DEVELOPMENT.md` - Development guide
+- ⏳ **TODO**: `/docs/EXAMPLES.md` - Example gallery
+- ⏳ **TODO**: `/docs/TROUBLESHOOTING.md` - Troubleshooting guide
+- ⏳ **TODO**: `/docs/BEST_PRACTICES.md` - Best practices
+
+### Phase 11: Configuration & Build (Priority: HIGH)
+
+#### 11.1 Configuration Files
+- ✅ **COMPLETED**: `package.json` - Updated with correct dependencies
+- ✅ **COMPLETED**: `tsconfig.json` - Updated with strict settings
+- ⏳ **TODO**: `.eslintrc.json` - ESLint configuration
+- ⏳ **TODO**: `.prettierrc` - Prettier configuration
+- ⏳ **TODO**: `.gitignore` - Git ignore patterns
+- ⏳ **TODO**: `/config/.agentic-synth.example.json` - Example config
+
+#### 11.2 Build Scripts
+- ⏳ **TODO**: Create `/bin/cli.js` shebang wrapper
+- ⏳ **TODO**: Test build process
+- ⏳ **TODO**: Verify CLI works via npx
+
+## Implementation Order (Recommended)
+
+For the builder agent, implement in this order:
+
+1. **Core Infrastructure** (Phase 1)
+   - Start with Cache, Logger
+   - These are foundational
+
+2. **Model System** (Phase 3)
+   - Implement providers first
+   - Then router
+   - Critical for data generation
+
+3. **Generator System** (Phase 2)
+   - Implement Hub
+   - Then each generator type
+   - Depends on Model system
+
+4. **SDK** (Phase 5)
+   - Wire everything together
+   - Main user-facing API
+
+5. **CLI** (Phase 6)
+   - Wrap SDK with commands
+   - User-friendly interface
+
+6. **Integration System** (Phase 4)
+   - Optional features
+   - Can be done in parallel
+
+7. **Testing** (Phase 8)
+   - Test as you build
+   - High priority for quality
+
+8. **Utilities** (Phase 7)
+   - As needed for other phases
+   - Low priority standalone
+
+9. **Examples** (Phase 9)
+   - After SDK/CLI work
+   - Demonstrates usage
+
+10. **Documentation** (Phase 10)
+    - Throughout development
+    - Keep API docs updated
+
+## Key Integration Points
+
+### 1. Generator → Model Router
+```typescript
+// Generator requests data from Model Router
+const response = await this.router.generate(prompt, options);
+```
+
+### 2. SDK → Generator Hub
+```typescript
+// SDK uses Generator Hub to select generators
+const generator = this.hub.getGenerator(type);
+```
+
+### 3. SDK → Integration Manager
+```typescript
+// SDK delegates integration tasks
+await this.integrations.streamData(data);
+```
+
+### 4. Model Router → Cache Manager
+```typescript
+// Router checks cache before API calls
+const cached = this.cache.get(cacheKey);
+if (cached) return cached;
+```
+
+### 5. CLI → SDK
+```typescript
+// CLI uses SDK for all operations
+const synth = new AgenticSynth(options);
+const result = await synth.generate(type, options);
+```
+
+## Testing Strategy
+
+### Unit Tests
+- Test each component in isolation
+- Mock dependencies
+- Focus on logic correctness
+
+### Integration Tests
+- Test component interactions
+- Use real dependencies when possible
+- Test error scenarios
+
+### E2E Tests
+- Test complete workflows
+- CLI commands end-to-end
+- Real API calls (with test keys)
+
+## Quality Gates
+
+Before considering a phase complete:
+- ✅ All TypeScript compiles without errors
+- ✅ All tests pass
+- ✅ ESLint shows no errors
+- ✅ Code coverage > 80%
+- ✅ Documentation updated
+- ✅ Examples work correctly
+
+## Environment Setup
+
+### Required API Keys
+```bash
+GEMINI_API_KEY=your-gemini-key
+OPENROUTER_API_KEY=your-openrouter-key
+```
+
+### Optional Integration Setup
+```bash
+# For testing integrations
+npm install midstreamer agentic-robotics
+```
+
+## Success Criteria
+
+The implementation is complete when:
+
+1. ✅ All phases marked as COMPLETED
+2. ✅ `npm run build` succeeds
+3. ✅ `npm test` passes all tests
+4. ✅ `npm run lint` shows no errors
+5. ✅ `npx agentic-synth --help` works
+6. ✅ Examples can be run successfully
+7. ✅ Documentation is comprehensive
+8. ✅ Package can be published to npm
+
+## Next Steps for Builder Agent
+
+1. Start with Phase 1 (Core Infrastructure)
+2. Implement `/src/core/Cache.ts` first
+3. Then implement `/src/core/Logger.ts`
+4. Move to Phase 3 (Model System)
+5. Follow the recommended implementation order
+
+Good luck! 🚀