Is it a RAG or is there something I’m missing? With under 10 lines of code, you can connect to OpenAI, Anthropic, Google, and more. Prefer real-time ingestion for highly dynamic sources. py # HyDE, reranking, hybrid search │ ├── 02_graph_rag. You'll explore how to combine vector search Dec 21, 2024 · As stated in the title, I would like to know if the file_search tool in the OpenAI Assistant API functions as a RAG (Retrieval-Augmented Generation) implementation. 20 hours ago · Learn how to build reliable, observable, and cost-aware agentic AI systems using RAG, guardrails, cost metering, and a FastAPI API. Giving your LLM access to your library via RAG is one of the solutions, but takes a bit of setup and complexity. Apr 10, 2025 · It enables fast and accurate natural language search to find key information you need, providing AI-generated answers and transforming your NAS into a smart knowledge hub! 🔥 Key features: 🔹 Supports multiple LLMs – OpenAI ChatGPT, Google Gemini, Microsoft Azure OpenAI, and any OpenAI API compatible LLMs. Disclaimer: The v OpenRAG is a modular framework to explore Retrieval-Augmented Generation (RAG) techniques. OpenAI now supports RAG which means that now you can attach your 2 days ago · The Gemini API enables Retrieval Augmented Generation ("RAG") through the File Search tool. Big updates for Azure OpenAI Service and its Assistants API! We can finally properly search files and do RAG / Retrieval-Augmented Generation in a decent way.

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