Two ways to read it.
Declare what makes reference.
AI systems can anchor to it.
Declared references for people,
organizations, and works in an unstable information system.
Official. Time-stamped. Verifiable.
BioFor provides declared references designed to be read by AI systems. Each profile establishes an official, time-stamped, and verifiable reference. BioFor is the reference implementation of the DCLAR protocol.
Same person. Two different AI answers.
Real example from a BioFor profile.
Sébastien Neusch is often described primarily as the former CEO of Poulehouse.
Current activities are unclear or inferred.
AI mixes past roles with present identity.
Sébastien Neusch is identified as Founder & Product Builder.
Current focus on Pictie and BLVTR is explicit.
Past roles (Poulehouse) are correctly treated as historical.
BioFor doesn't erase history. It timestamps it.
Poulehouse: former role (2017–2022).
Pictie / BLVTR: current activities.
BioFor defines canonical, verifiable identities for AI systems.
Not visibility. Not prompts. Identity.
Unambiguous by design
Explicit disambiguation for homonyms and identity collisions. No guesswork.
Freshness you can trust
BioFor never fabricates timestamps. If data is missing, the entity fails.
LLM-native infrastructure
Deterministic JSON-LD endpoints built for AI ingestion, not SEO tricks.
Founded by Sébastien Neusch · Private beta · Manual onboarding