* feat: rename working_dir to vault_dir and update documentation
- Rename working_dir to vault_dir across the application
- Update documentation to reflect vault_dir instead of working_dir
- Change FileFrontMatter title field to name field
- Update .gitignore to include vault directory
- Modify file path descriptions to reference vault instead of working_dir
- Update related configuration and property names accordingly
* refactor(steps): rename working_path to vault_path in CRUD operations
- Rename parameter from `working_path` to `vault_path` in `resolve_path` function
- Update all usages in append, edit, read, and write steps to use `self.vault_path`
- Update documentation comments to reflect the new parameter name
- Update docstring in read.py to mention `vault_dir` instead of `vault`
test(chunked_file_parser): update frontmatter field from title to name
- Change frontmatter field from `title` to `name` in test cases
- Update comment in background steps test to reference `vault_path` instead of `working_path`
* refactor(schema): remove unused ResourceEntry import
* feat(file_graph): add link scope filtering to get_inlinks/get_outlinks
* feat(file-store): add scope parameter to link methods
* feat(seekdb): add Seekdb file and vector stores with pyseekdb>=1.2.0
* refactor(seekdb): add pyseekdb_conn and remote-only host/port config
* refactor(embedding): remove env fallbacks from BaseEmbeddingModel; pass credentials in tests
* refactor(seekdb): drop tenant from client kwargs; default database test and empty password
* fix(deps): gate pyseekdb to Python >=3.11 for CI 3.10 compatibility
* fix(seekdb): satisfy pre-commit pylint and formatting for seekdb stores
* feat(memory): add ContextChecker component for context size management
* refactor(memory): restructure file-based memory tools and update imports
* docs(readme): update documentation with detailed architecture and components
* docs(readme): update Chinese documentation with enhanced memory management diagrams
* refactor(cookbook): move cookbook files to test directory and clean up docs
* docs(readme): update link path for old version documentation
* docs(readme): update documentation with improved architecture diagrams and component details
* docs(readme): update documentation with improved clarity and structure
* refactor(docs): update in-memory memory documentation
* docs(readme): add experiment reproduction link to quickstart guide
- 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
- Add BuildQueryOp to construct query for memory retrieval-Implement MergeMemoryOp to combine retrieved memories
- Create RecallVectorStoreOp to fetch memories from vector store
- Develop memory representation and conversion methods
- Establish initial project structure and dependencies
