How RAG with txtai works

txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.

Large Language Models (LLMs) have captured the public's attention with their impressive capabilities. The Generative AI era has reached a fever pitch with some predicting the coming rise of superintelligence.

LLMs are far from perfect though and we're still a ways away from true AI. The biggest challenge is with hallucinations. Hallucinations is the term for when a LLM generates output that is factually incorrect. …

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