I’ve noticed that when you want to reduce hallucinations, especially for precise and structured tasks, defining a strict output_type with Pydantic models is one of the most reliable approaches. By ...

In this tutorial, we build an elastic vector database simulator that mirrors how modern RAG systems shard embeddings across distributed storage nodes. We implement consistent hashing with virtual ...

RAG_OPENAI_API_KEY: The API key for OpenAI API Embeddings (if using default settings). Note: OPENAI_API_KEY will work but RAG_OPENAI_API_KEY will override it in order to not conflict with LibreChat ...