Use cases
The same machinery, pointed at very different corpora.
Running a fleet of AI coding agents on one codebase
How to put dozens of AI agents and human engineers on the same large codebase at once without merge conflicts, duplicated work, or a human acting as the scheduler.
Cataloguing a historical archive that lives on twelve people's hard drives
How a research club or historical society can pool scans, deduplicate them by content, find the years and sources they are missing, and share a catalogue with another group without either surrendering it.
Finding the single-source claims in a body of scientific literature
How research teams can map a corpus of papers, surface findings that rest on one unreplicated source, and see which parts of a question nobody has published on.