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All AI in higher education Academic integrity Accreditation pressure Assessment architecture Assessment redesign Certification reform Competency-based credentialing Corporate learning evaluation Dynamic assessment Institutional transformation LLM-enabled evaluation Lessons from scaling SaaS My struggle with testing Provost-level strategy Reflections on AI and cognition Regulatory implications Scenario-based evaluation Skills-based hiring Structured reasoning measurement The economics of credential signaling Trust erosion in degrees Why we built N2X Labs Workforce alignment