From Retrieval to Real-Time Action: RAG, ReAct, and Flow Orchestrator in Building Smarter AI Bots
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Explore cutting-edge AI techniques in this 18-minute conference talk from Microsoft Software Engineer Aria Chang at All Things Open 2024. Dive deep into Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and discover ReAct - an innovative method enabling LLMs to reason and act dynamically with real-time context adaptation. Learn about Flow Orchestrator, Microsoft's Semantic Kernel experimental tool that implements ReAct for seamless AI workflow orchestration. Through a practical demonstration of a mock coding interviewer bot application, understand how ReAct enables AI systems to retrieve information, make decisions, take actions, and engage in contextual dialogue that mimics human-like interviews. Gain valuable insights and practical tools for developing next-generation conversational bots that go beyond simple information retrieval to create more authentic and responsive AI interactions.
From Retrieval to Real-Time Action: RAG, ReAct, and Flow Orchestrator in Building Smarter AI Bots