AI regulation, employment liability, cybersecurity, and adoption in healthcare

AI is moving into integrated clinical and administrative workflows, but Pennsylvania's emerging governance model and the 12-system Aidoc collaboration reinforce that disclosure, human override, clinician oversight, training, safety testing, and measurable outcomes matter more than software acquisition alone. Operators need bias audits, vendor controls, HIPAA risk analysis, auditability, model-change governance, and downtime resilience.