Adaptive-data boundarySubject-scoped local profiles
The current 4PEX AI™ prototype writes a nested adaptive profile into each existing SafeSpark™ subject storage object. Maths cannot read the Spanish, French, Advanced Maths or Technology profile through the agent. The learner can reset adaptive preferences without deleting the surrounding progress record.
Production use would require authenticated identity boundaries, encryption, retention and deletion controls, audit logging, backup and recovery, security testing and organisation-approved rules governing who may inspect or change adaptive settings.