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1. agentic_design_patterns agentic_design_patterns Public

   Agentic Design Patterns for LLM Workflows — A curated collection of reusable, modular patterns for building robust and autonomous LLM-powered agents, covering multi-agent orchestration, memory, pro…

   Python

2. mcp_excel_server mcp_excel_server Public

   MCP Excel Server — A Python-based Model Context Protocol (MCP) server using openpyxl to enable LLMs and agents to interact with Excel files: create workbooks, read/write sheets and cell ranges, app…

   Python

3. salesforce_ai_assistant salesforce_ai_assistant Public

   Salesforce AI Assistant — An intelligent, LLM-powered assistant that enables natural language interaction with Salesforce metadata and data. Built with LangGraph for agent workflows, Weaviate for s…

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4. From-Semantic-Search-to-Knowledge-Graphs-A-RAG-Implementation-Journey From-Semantic-Search-to-Knowledge-Graphs-A-RAG-Implementation-Journey Public

   Build a system that can understand complex technical questions and provide accurate, contextual answers by connecting information across multiple knowledge sources

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5. distance_metrics_in_vector_search distance_metrics_in_vector_search Public

   Distance Metrics Detective Story – An interactive Jupyter notebook that explores when to use Cosine, Euclidean, Manhattan, Dot Product, and Hamming distances in vector search. Featuring hands‑on fi…

   Jupyter Notebook

6. som-guided-vector-search som-guided-vector-search Public

   SOM-Guided Vector Search for RAG — An experimental pipeline that enhances Retrieval-Augmented Generation (RAG) using Self-Organizing Maps (SOM) for unsupervised clustering of embedding spaces. Demo…