- Added QdrantVectorStore backend with native async operations
- Implemented advanced filtering capabilities for metadata queries
- Added support for Qdrant Cloud and local deployments- Updated vector store comparison table with Qdrant features
- Enhanced documentation with Qdrant setup and usage examples
- Fixed code block formatting in vector store API guide
- Updated embedding model integration for Qdrant compatibility
- Updated __version__ in reme_ai/__init__.py
- Updated project version in pyproject.toml- Changed flowllm dependency to include reme extra
- Fixed typo in README.md query example
- Introduce tool memory as a new memory type in ReMe framework
- Update agent memory formula to include tool memory- Add comprehensive tool memory documentation with usage examples
- Include tool memory API usage guides for Python, curl, and Node.js
- Add tool memory benchmark results showing 14.88% improvement- Create new tool memory demo and benchmark resources
- Update documentation structure to reflect three memory capabilities- Add TODO list with planned features including automatic tool exploration- Fix mermaid diagram numbering in tool memory documentation
- Remove outdated latest updates section from main documentation
- Update resource links to include tool memory references
- Add is_summarized boolean field to ToolCallResult schema
- Implement logic to mark tool calls as summarized after processing
- Skip summarization for tools with all recent calls already summarized
- Update summary operation to process only tools with unsummarized calls
- Enhance logging to show summarization and skip statistics
- Modify response to include count of summarized vs skipped tools
- Add documentation for smart skip logic and is_summarized feature
- Include test scenarios for skip logic and incremental summarization
- Enhanced tool call result parsing with improved scoring logic (0.0 or 1.0)
- Updated tool memory schema to reflect binary success/failure scoring
- Added deterministic behavior support via seed configuration in mock tools
- Improved evaluation prompts to focus on result quality over success flags
- Extended README with tool memory documentation and usage examples- Added utility functions for generating mock tool call results
- Removed deprecated test file for UseMockSearchOp- Updated default configurations to include use_mock_search operation- Bumped version to0.1.10 and updated flowllm dependency requirement
- Moved deprecation warnings to main init file
- Simplified tool memory summary formatting by removing redundant statistics
- Fixed tool call result processing to handle multiple tool names concurrently
- Added LLMMockSearchOp for simulating search operations with configurable complexity- Created SearchToolA, SearchToolB, and SearchToolC with distinct performance profiles- Implemented UseMockSearchOp for intelligent tool selection based on query analysis
- Added test scripts and query datasets for evaluating tool memory effectiveness
- Integrated tool memory service for storing and retrieving tool performance data
- Created documentation for tool memory benchmark testing methodology
- Refactored agent module structure and imports
- Increased summary tool memory recent call count from20 to 30
- Removed detailed data structure definitions for TaskMemory and Trajectory
- Eliminated extensive examples and usage instructions for record_task_memory and delete_task_memory
- Removed comparison table with Tool Memory and best practices section
- Simplified build_query_op and rewrite_memory_op documentation by removing processing flows
- Removed detailed examples and parameter descriptions for simple_summary_op- Added new tool_memory.md documentation with complete tool memory implementation
- Added new tool_retrieve_ops.md documentation with detailed retrieval operations- Created comprehensive tool memory data structures and API documentation
- Added usage examples and integration workflows for tool memory operations
- Documented configuration parameters and best practices for tool memory management
- Add TaskMemory and Trajectory data structure definitions
- Include detailed processing flows for record and delete operations
- Add comparison table between Task Memory and Tool Memory
- Provide best practices for trajectory scoring and maintenance
- Enhance build_query_op documentation with processing flow
- Add format examples for rewrite_memory_op with and without LLM
- Include usage examples for simple_summary_op and comparative summary
- Add comparison table between simple and full summary pipelines
- Improve parameter descriptions and when-to-use guidance
- Add Chinese translations for key concepts and examples
- Deleted the entire library.html file from the docs/library directory
- Updated library.md file to include a new heading and a placeholder for memory library content
