
Redesigning Roles by Task When Introducing AI Assistance
A practical guide to mapping tasks, testing AI, tracing redistributed effort, preserving expertise, and changing roles only after a measured pilot.
Practical intelligence for accountable AI programs.
Prepare roles, skills, workflows, incentives, managers, and feedback for responsible use.

A practical guide to mapping tasks, testing AI, tracing redistributed effort, preserving expertise, and changing roles only after a measured pilot.
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Ten topics covering the full life of an AI program, from first use case to retirement.