AI Governance Under Scrutiny
Decisions Must Be Defensible If agencies cannot defend AI decisions, they should not deploy them. AI systems influence clinical decisions and outcomes. Oversight does not…
Archive - Federal Health IT
Results: 10
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AI Failure After Deployment
Read ArticleFailure After Go-Live AI does not fail at deployment. It degrades after. Most programs monitor whether systems are running, not whether outputs remain accurate or…
Release Evidence That Holds Up To Oversight
Read ArticleEvidence Must Exist Before Oversight If your program cannot show traceability from requirement to test evidence to release decision, cATO becomes a paperwork treadmill. Build…
Why Adoption Fails In Health IT & How To Prevent It Early
Read ArticleFrustration Hurts Adoption When systems frustrate users, they create workarounds. Workarounds create risk. You can prevent this with workflow-first requirements, usability validation, and quality gates…
Stop Describing Fair AI. Start Defining It.
Read ArticleVA and DHA Need More Than Promises For the U.S. Department of Veterans Affairs (VA) and the Defense Health Agency (DHA), AI systems that affect…
What To Put In AI Requirements So You Can Test And Accept The System
Read ArticleAI Requirements for Acceptance If you cannot test it, you cannot accept it. AI programs need measurable requirements, defined risks, and clear test and validation…
Beneficiary-First Does Not Mean Clinician-Last. Design Can Do Both
Read ArticleDigital Transformation Requires Balance When systems frustrate users, they create workarounds. Workarounds create risk. You can prevent this with workflow-first requirements, usability validation, and quality…
Release Confidence On Lean Teams: What Works
Read ArticleLean Teams Face Pressure HITS, a DHA and VA contractor, reduces delivery risk in regulated environments by turning complex needs into testable requirements, enforces quality…
Fastest Way To Ship Faster: Testable Requirements & Acceptance Criteria
Read ArticleTestable Requirements & Acceptance Criteria HITS, a DHA and VA contractor, reduces delivery risk in regulated environments by turning complex needs into testable requirements, enforces…
How VA And DHA Teams Cut Rework When Budgets Tighten
Read ArticleVA & DHA Rework Most delivery delays come from unclear requirements, weak acceptance criteria, and late discovery of defects. Fix those three, you cut rework…
