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MHBMMichael Hanna-Butros MeyeringComplex systems · human outcomes
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AI Change Desk · the AI change management podcast and research desk

From signal to operating move.

Hosted by Michael Hanna-Butros Meyering, AI Change Desk is an AI change management and AI governance podcast for leaders, managers, and operators. It turns current platform, policy, privacy, security, and governance shifts into source-backed decisions for people who have to make AI work in the real world.

AI Change Desk studio with microphone, mixing console, and signal monitor
Operator-focused AI intelligenceContext → impact → action
38
Published releases
55
Documented signals
44
Signals in research

Choose by available time

Enter the Desk quickly.

Start with the time you have. The deeper evidence stays one click away instead of becoming another long landing page.

Choose by responsibility

Read through your operating lens.

Executive

Read for decision pressure, accountable ownership, and the evidence required before scale.

Manager

Read for workflow impact, communication needs, adoption risk, and the next review point.

Operator

Read for access, validation, rollback, logging, and the test that produces a usable receipt.

Signal snapshot

Six control lenses.

39GovernanceGovernance became an operating constraint18AccessAccess became the primary agent risk59DeploymentDeployment choices now change audit burden28SecuritySecurity workflows need named ownership63ValidationValidation moved closer to the release surface52EcosystemThe ecosystem is thickening around control