rag
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Good results fine tuning a local LLM like Qwen 3:0.6B to categorize questions
tool
6 min read
A local LLM is fine-tuned to categorize household-related questions for a chatbot. The system utilizes RAG by querying a vector database and incorporates metadata awareness in vector searches for improved results.
How we index images for RAG
tool
8 min read
Kapa.ai indexes millions of images, including screenshots and diagrams, to enhance AI assistants that answer technical questions. Images are processed in a way that they are not sent to the model at query time, optimizing their utility in the retrieval-augmented generation (RAG) pipeline.