Y‑Human Modeling Stack

  • Data minimization first: privacy‑preserving feature extraction and on‑prem retention.
  • Transparent pipelines: immutable logs, differential privacy where feasible.
  • Model governance: versioning, bias assessments, and independent red‑teaming.

Assurance Controls

  • Multi‑factor, least‑privilege access in segregated networks.
  • Continuous security monitoring and incident response runbooks.
  • Business continuity with site failover and offline recovery procedures.