Credentialed subject-matter authorities across medicine, law, policy, AI, and linguistics govern mandate interpretation, escalation control, and domain judgment where institutional consequence cannot be delegated.

Governed pipelines for annotation, validation, human-in-the-loop review, red-teaming, and cultural hallucination auditing convert Afghan-context complexity into structured data operations. Every workflow produces an audit trail.

Independent review, attestation, and documentation integrity verify that outputs meet Afghan cultural, linguistic, and regulatory conditions before institutional deployment. Attestation, not advisory.