and institutional environments as production-ready systems with immutable ownership records, documented licensing terms, and encoded compensation logic. vRgyl supports use cases such as workforce development, specialized training, credentialing, and domain-specific decision support where provenance and auditability are required. Every interaction with deployed Pathfinder AIs produces transparent, auditable records that govern compensation according to pre-documented terms. The platform is designed to keep ownership and economic rights with the expert while supplying the infrastructure, distribution, and governance needed for institutional deployment.