The AI Did Not Decide: Name the Human Who Owns Every Handoff
AI-assisted work can scatter responsibility across a team. Use four named owners, proportionate review and clear stop rules to keep decisions human and accountable.
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Empowering Minds with AI, Psychology and Digital Innovation
AI-assisted work can scatter responsibility across a team. Use four named owners, proportionate review and clear stop rules to keep decisions human and accountable.
A practical framework for evaluating AI agents across task accuracy, permission discipline, traceability, human escalation, recovery and operating cost.
Explore the responsibility gap in AI-assisted decisions and why human oversight must include authority, evidence, traceability and answerability.
As AI systems handle larger workflows, leaders must move beyond task supervision toward designing objectives, boundaries, oversight and accountability.