Google Reinvents RAG Pipelines with Native Multimodal File Search

The transition from fragmented RAG components to a unified, managed API marks a major shift in how developers handle complex data retrieval. Native multimodal support via Gemini Embedding 2 eliminates the need for manual OCR and dual-store maintenance, making sophisticated AI search accessible for production-ready applications.