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Professor Dzidonu calls for a fundamental shift in how individuals, educational institutions and society think about learning in the age of AI

Professor Clement K. Dzidonu says graduation must mark a new phase of lifelong learning as AI and rapid technological change reshape professional capability and the world of work

Professor Dzidonu calls for a fundamental shift in how individuals, educational institutions and society think about learning in the age of AI

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Consent Needs a Creator-Facing Control Surface

Consent Needs a Creator-Facing Control Surface Consent is not meaningful if the person behind the voice cannot see what the system is doing.

  • Visibility is key for creator control over voice recordings
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  • Creator dashboard should link consent to product activation and compensation

You Can't Test Money Controls With a Free Model

Every budget gate in my v0.2.0 field test was green. Every spend-velocity guard passed. Every tenant cap held. Every ROI flag was clean. All of it was green-on-vacuum.

  • Free model fails to test budget controls
  • Zero-cost model renders gates untestable
  • Opt-in priced profile fixes test design

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