How to Build an Enterprise AI Knowledge Base Directly From Office Documents
From traditional RAG to a full agent — a real enterprise knowledge experiment we ran with SourceLens, an open-source project that skips the vector database entirely.
Blog
Engineering notes on backup and agents.
Writing from the HyperFileLens and SourceLens team, plus articles about the projects published on other platforms.
Give Kopia an AI Brain
Kopia's dedup and encryption are solid, but its CLI runs on memorized flags and KopiaUI isn't much better — once something's backed up, it disappears into a black box. HyperFileLens builds its Agent directly on Kopia, collapses setup into a few clicks, and wires in an AI engine (SourceLens) that reads snapshots directly. A full hands-on walkthrough, from deployment to asking AI questions about your own backups.
Help AI Understand Your Business Data, Starting With Your Backups
From recovering data to rediscovering its value — the open-source HyperFileLens skips Embedding, Vector DB, and pre-indexing entirely, letting an agent search, read, and reason over raw files directly. It's already running in production across HyperBDR and AGIOne's global sales support, product support, and engineering analysis.