knowledge-provenance

Verified knowledge infrastructure for agent-native research teams.

Evidence-governed knowledge infrastructure for enterprise AI agents, with approved sources, traceable facts, review-gated publication, and agent-ready context.

Epistemic Infrastructure for Distributed Knowledge Production

Governance + provenance framework to prevent AI model collapse via semantic fingerprinting, cryptographic lineage, and federated trust. DOI: https://osf.io/ufek5

Original sealed theory on sleep mechanism – dual-language semantic corpus for LLM alignment tests. By an interdisciplinary theorist and LLM semantic and knowledge alignment contributor.

A protocol for recording the origin, transformation, execution, audit, and value attribution of enterprise knowledge used by AI agents.