wifi-densepose/npm/packages/agentic-synth/docs/IMPLEMENTATION_PLAN.md

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

// Generator requests data from Model Router
const response = await this.router.generate(prompt, options);

2. SDK → Generator Hub

// SDK uses Generator Hub to select generators
const generator = this.hub.getGenerator(type);

3. SDK → Integration Manager

// SDK delegates integration tasks
await this.integrations.streamData(data);

4. Model Router → Cache Manager

// Router checks cache before API calls
const cached = this.cache.get(cacheKey);
if (cached) return cached;

5. CLI → SDK

// 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

GEMINI_API_KEY=your-gemini-key
OPENROUTER_API_KEY=your-openrouter-key

Optional Integration Setup

# 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! 🚀