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rag

Everything on Ground Truth tagged “rag” — 4 items.

Retrieval-Augmented Generation: giving a model an open book Lesson

A language model only knows what it learned in training, and it cannot cite sources. RAG fixes both by letting the model look things up in a real document store at answer time, then write its answer from what it found.

Agent memory: how an AI remembers you after the conversation ends Lesson

Why most AI assistants have amnesia, the difference between short-term context and real long-term memory, and why remembering you is both what makes agents useful and what makes them a privacy risk.

RAGFlow Tool

An open engine for building AI question-answering over your own files and documents.

MinerU Tool

Open-source tool that converts complex PDFs and office files into clean markdown and structured data that AI models can read reliably. Run it yourself for free, with nothing leaving your machine.