- Implement BaseComponent with async lifecycle and context management
- Add ApplicationContext for managing component initialization and registry
- Create Application class for orchestrating job execution and lifecycle
- Add AS LLM components with OpenAI chat model wrapper
- Implement AS LLM formatter components with OpenAI formatter
- Add client implementations including base, HTTP and ReMe clients
- Create embedding model base class with caching and batching support
- Implement file store base class with vector and full-text search
- Add file watcher components for monitoring file system changes
- Create job components for executing workflows
- Implement service components for exposing jobs via different protocols
- Add configuration schema with ApplicationConfig and ComponentConfig
- Include utility modules for case conversion, chunking, logging and similarity
- Register component types and create component registry system
