0-suite /
ai0

doc q&a

Embeddings, retrieval and the LLM all run in your browser — the document never leaves your device.

A full retrieval-augmented-generation pipeline in the tab: pdf.js extracts the text, it's chunked and embedded with MiniLM, the most relevant passages are retrieved by cosine similarity, and a local LLM answers with page citations. Nothing is uploaded.