White Papers

Deep dives on architecture, governance, and measurable impact.

Architecture

Designing a Higher-Ed Common Data Model

Identity resolution, lineage, and quality checks for reliable AI and analytics.

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Governance

Human-in-the-Loop Agentic AI

Approval gates, auditability, and equity monitoring for student-impacting decisions.

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