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11 Commits
Author SHA1 Message Date
KaifAhmad1 04eea7e7eb Update documentation: reduce code examples, add cookbook links, improve structure 
- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
 2025-12-31 15:19:08 +05:30
KaifAhmad1 c3555e0cfd Add LLM providers module and GraphRAG reasoning features 
- Add semantica.llms module with Groq, OpenAI, HuggingFace, and LiteLLM providers
- Add query_with_reasoning() method for multi-hop reasoning with LLM-generated responses
- Update ContextRetriever and AgentContext with reasoning capabilities
- Add comprehensive documentation for LLM providers and GraphRAG reasoning
- Update README and docs with new features
- Update notebook examples to use new query_with_reasoning() method
 2025-12-27 23:23:32 +05:30
KaifAhmad1 a9bd3be689 Update context module docs, cleanup notebook, and refactor context files 2025-12-21 16:50:56 +05:30
KaifAhmad1 8d6b38d7da Refactor Context Engineering module, rebuild advanced notebook, and update README 2025-12-18 18:30:16 +05:30
KaifAhmad1 f3dd7a05bd Refactor: Remove Pinecone and enhance vector store backend support 
- Removed all Pinecone references, adapters, and documentation to align with open-source, self-hosted focus.
- Removed PineconeAdapter and related dependencies.
- Updated VectorStore to enforce supported backends (FAISS, Weaviate, Qdrant, Milvus, InMemory).
- Updated cookbooks (e.g., 13_Vector_Store.ipynb) to use Weaviate/FAISS examples instead of Pinecone.
- Updated core documentation (modules.md, rchitecture.md, etc.) to reflect backend changes.
- Added new tests (	est_pinecone_removal.py, 	est_vector_store_deepdive.py) to verify removal and validate remaining backends.
- Verified all vector store tests pass.
 2025-12-12 20:19:17 +05:30
KaifAhmad1 732729e707 refactor(docs): improve format and organization of context and embeddings reference 2025-12-09 21:08:55 +05:30
KaifAhmad1 9445d96fff docs: Update context and embeddings reference docs with grid cards 2025-12-09 20:23:12 +05:30
KaifAhmad1 da08354a96 Refactor Context Module: Architecture 2.0, Hierarchical Memory, and Doc Updates 2025-12-09 18:43:27 +05:30
KaifAhmad1 cf56dad82a docs: update cookbook links to absolute GitHub URLs in reference docs 2025-12-09 16:51:28 +05:30
KaifAhmad1 37d75f260e feat(context): Add comprehensive memory and context management methods 
- Add memory management methods to AgentContext (exists, count, get, update, delete, clear, list, batch operations)
- Add search methods (search, find_similar, get_context, expand_query)
- Add conversation methods (get_conversation, list_conversations, delete_conversation, conversation_summary)
- Add export/import methods (export, import_data, backup, restore)
- Add statistics methods (stats, health, usage_stats)
- Add similar methods to AgentMemory, ContextRetriever, ContextGraphBuilder, EntityLinker
- Improve error messages with clear, actionable messages
- Update documentation (context_usage.md) with all new methods
- Update notebook (19_Context_Module.ipynb) - remove emojis, add new methods, clean formatting
- Improve error handling in methods.py
 2025-12-05 00:44:08 +05:30
KaifAhmad1 a8edbfbfb3 docs: enhance reference documentation for all modules 2025-11-30 19:23:25 +05:30