- Add ReMeRetrieverV2 and ReMeSummarizerV2 components
- Implement new memory tools including AddMemoryDrafts, RetrieveMemories, UpdateMemories
- Create PersonalSummarizerV2 with three-step workflow for memory management
- Add simplified evaluation script for ReMe on HaluMem benchmark
- Update base memory agent with enhanced logging capabilities
- Introduce new prompt formats and evaluation methods for question answering
- Modify LLM utilities and message formatting with markdown header stripping option
- Create BaseEmbeddingModel abstract class with async/sync interfaces
- Implement OpenAIEmbeddingModel for asynchronous operations
- Implement OpenAIEmbeddingModelSync for synchronous operations
- Add automatic batching and retry logic for embedding operations
- Add VectorNode embedding functionality for content indexing
- Update type hints in LLM modules to use generic list instead of List
- Refactor LiteLLMSync class documentation and type annotations
- Add comprehensive async and sync unit tests for embedding models
- Add unit tests for BaseContext attribute access patterns
