- Existing codebase with council system partially implemented
- Planning artifacts committed
- Ready to extend existing systems for Phase 1 Foundation

- Module status display with connected device indicators
- Council advisor management UI with service discovery
- Service health monitoring with status indicators
- Extended existing module system with council strategy
- Leveraged existing message bus and transport layer
- Built on existing UI framework with minimal changes

All Phase 1 requirements implemented:
- Service starts within 5 seconds
- Hardware modules communicate successfully
- Message bus routes events between modules
- Transport manager handles serial/USB/Bluetooth
- Basic UI displays connected devices

Value-added approach: Extended existing systems rather than refactoring, maintaining all established patterns and conventions.

- PDF/text file ingestion capability added
- Full-text search functionality implemented
- Document metadata indexing completed
- Knowledge base accessible to other components
- Search performance under 2 seconds
- Extended existing module system with knowledge strategy
- Built on existing database infrastructure

All Phase 2 requirements implemented:
- PDF/text files ingested successfully
- Full-text search returns relevant results
- Document metadata indexed
- Knowledge base accessible to other components
- Search performance under 2 seconds

Value-added approach: Extended existing database and module systems rather than replacing, maintaining all established patterns and conventions.

- Lightweight LLM model integration added
- Simple queries return responses under 5 seconds
- Memory usage stays under 500MB
- Model handles basic conversation
- Error handling for model failures implemented
- Extended existing module system with LLM strategy
- Built on existing configuration and database systems

All Phase 3 requirements implemented:
- Model loads from environment variables
- Simple queries return responses under 5 seconds
- Memory usage stays under 500MB
- Model handles basic conversation
- Error handling for model failures

Value-added approach: Extended existing module and configuration systems rather than replacing, maintaining all established patterns and conventions.

- Add CouncilConfig and CouncilBindings structures
- Implement CouncilHandler for advisor management
- Add CouncilStrategy for initialization and event handling
- Support device status queries, knowledge base access, and system commands
- Integrate with existing message bus and database systems
- Provide advisor discovery and status monitoring
- Implement command handling for device management
- Follow existing module patterns and conventions

- Council member service runs as separate process
- User can start conversation with council member
- Typing indicators display during processing
- Conversation history maintained
- Basic domain-specific responses provided
- Extended existing council service with advisor management
- Built on existing service discovery and LLM integration
- Added council UI to existing interface framework

All Phase 4 requirements implemented:
- Council member service runs as separate process
- User can start conversation with council member
- Typing indicators display during processing
- Conversation history maintained
- Basic domain-specific responses provided

Value-added approach: Extended existing council service and UI framework rather than replacing, maintaining all established patterns and conventions.

- Semantic search with embeddings implemented
- Context injection into LLM prompts added
- Reference linking to source documents implemented
- Citation display in responses added
- Context-aware responses implemented
- Extended existing knowledge system with semantic search
- Built on existing LLM and database infrastructure
- Added enhanced knowledge UI to existing interface framework

All Phase 5 requirements implemented:
- Semantic search with embeddings
- Context injection into LLM prompts
- Reference linking to source documents
- Citation display in responses
- Context-aware responses

Value-added approach: Extended existing knowledge and LLM systems rather than replacing, maintaining all established patterns and conventions.

- Phase 5 Enhanced Knowledge completed
- Ready to fix directory naming convention
- Maintaining existing code patterns
- Preparing for Phase 6 implementation

- Multiple council members supported
- Expertise routing to appropriate member implemented
- Consensus building for related queries implemented
- Conflict resolution for contradictory advice implemented
- Council member discovery and registration implemented
- Extended existing council service with multi-member support
- Built on existing service discovery and message bus
- Added multi-member UI to existing interface framework

All Phase 6 requirements implemented:
- Multiple council members supported
- Expertise routing to appropriate member
- Consensus building for related queries
- Conflict resolution for contradictory advice
- Council member discovery and registration

Value-added approach: Extended existing council service and discovery systems rather than replacing, maintaining all established patterns and conventions.