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More powerful search: Rethinking RAG agents

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Jan 8, 2026
21:50

The future of intelligent search starts with rethinking RAG, retrieval augmented generation. By harnessing the power of MCP (Model context protocol) and Agent2Agent Protocol, we can streamline model communication and form the building blocks of modern Agentic AI workflows. Through a series of demos, Sr. AI developer advocate David VonThenen reframes RAG workloads with MCP and Agent2Agent protocols. Time stamps: 00:00: Agenda – rethinking RAG and search 00:55: What is MCP (model context protocol) 01:05: MCP architecture 02:27: What is Agent2Agent protocol 03:19: Agent2Agent architecture 04:01: The building blocks of Agentic AI 05:27: MCP security risks and release improvements 10:48: Enhanced data search with MCP (demo) 18:03: Concentrating knowledge with A2A small SMEs 20:40: Resources 🔔 SUBSCRIBE to our channel for all things open source data and AI: https://www.youtube.com/@NetAppInstaclustr?sub_confirmation=1 Learn more about search: https://www.instaclustr.com/blog/traditional-vs-vector-search-which-is-right-for-you/ See more Agent2Agent and MCP demos: https://youtu.be/_NyPNJYWc1Q

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More powerful search: Rethinking RAG agents | NatokHD