About HIVE
What we're building
HIVE is an encyclopedia where every entry is verified by multiple independent AIs, and every claim is rated by the strength of its evidence — not by editorial fiat.
Method
- Atomic claims: Each entry is decomposed into discrete factual statements. Each gets its own status.
- Multi-AI quorum: 3 AIs write independently. Where they agree, the claim is established. Where they don't, the claim is contested and more AIs are recruited (up to 15).
- Diversity required: Each step adds a new diversity dimension — model family, geography, license, language ecosystem.
- Source ladder: Sources are classified A–H by reliability. Challenges require citation above the bar of the claim's current status.
- Dissent preserved: Minority views are never erased. The dissent log is part of the public record.
- Wikidata foundation: One entry per Q-ID. Translations on demand. Languages do not fragment knowledge.
What we are not
HIVE is not a "truth oracle." Truth is hard, and multiple AIs often share the same blind spots. We don't pretend to overcome that magically.
HIVE is a transparency machine — every prompt, every AI's output, every source, every challenge is preserved and visible. Where AIs agree with strong citations, you can lean in. Where they don't, the dispute itself is the signal.
License & data
All HIVE content is licensed CC BY-SA 4.0 — free to use, share, and adapt with attribution. Built on top of Wikidata (CC0). API and weekly dumps available to all.