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Nate Herk March 11, 2026

Google's New Model + Claude Code Just Changed RAG Forever

Summary

Google's new Gemini embedding 2 is a groundbreaking multimodal embedding model that can create databases integrating text, images, videos, audio, and documents with nuanced understanding across media types. The transcript demonstrates a practical application by building an interactive PDF search tool using a vacuum cleaner manual, where users can ask questions and receive text and image-based answers from the document. By leveraging Google's new embedding technology and tools like Pinecone, developers can now create more sophisticated, context-aware search and interaction experiences that go beyond traditional text-based retrieval.

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