farzzy.hashnode.devUsing Perplexity Contextualized Embeddings with Hybrid Search in Azure AI Search💡 👉 Full Cookbook here: https://github.com/farzad528/azure-ai-search-python-playground/blob/main/azure-ai-search-perplexity-contextualized-embeddings.ipynb Perplexity just launched new SOTA embeddMar 2·6 min read
farzzy.hashnode.devMastering Agentic RAG: Multi-Tool Orchestration for AI Agents (Part 2)🗝 TLDR: This tutorial shows how to build AI agents that orchestrate multiple knowledge sources (SQL databases, vector database search, web search) to answer complex healthcare queries. We use Azure SQL, Azure AI Search, and Bing Grounding Tool via A...Feb 25, 2025·18 min read
farzzy.hashnode.devMastering Agentic RAG Architectures: Single-Step Routing (Part 1)🗝 TL;DR: - For AI Engineers looking to build AI Agents, this blog explores the Agentic RAG Router. It demonstrates how to leverage OpenAI Function Calling for intelligent routing of user queries to different tools, specifically Azure AI Search for p...Feb 23, 2025·15 min read
farzzy.hashnode.devRevolutionizing Document Ingestion & RAG with Docling, Azure AI Search, and Azure OpenAIIn today's AI landscape, building reliable knowledge systems requires more than just powerful language models. Enter Retrieval-Augmented Generation (RAG) – a pattern that enhances AI responses with contextual knowledge. In this guide, we'll build a p...Jan 6, 2025·5 min read
farzzy.hashnode.devStreamlining Insurance Claim Analysis with Semantic Kernel’s Multi-Agent Orchestration💡 DISLCAIMER: This post is intended for educational purposes only. I do not claim to be an Insurance or Underwriter professional or expert. The information shared is based on a personal project and experiences with Azure OpenAI and Semantic Kernel. ...Dec 18, 2024·17 min read