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Thoughts on Artificial Intelligence, Psychology, and the Future of Work

Exploring the intersection of wellbeing science, AI governance, and psychometrics. From evidence-based insights to practical frameworks for building better systems.

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Wellbeing Science

The Bridge That Crosses Back

The one thing AI cannot give students and how universities can build it.

10 Jun 202615 min read

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AI Governance

When AI Becomes Your Therapist: The Audit Nobody Is Running

AI therapy bots are moving from beta product to clinical product without the validation any other clinical tool would require. The class-action wave is twelve months out. Here is what an AI-IARA audit catches before it lands.

2 May 20264 min read

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AI Governance

Construct Drift: The Silent Failure Mode in Deployed AI Assessment

Construct drift is the gradual shift in what an AI assessment is actually measuring after deployment, even when the model weights are frozen. It is the most expensive failure mode in deployed people-impact AI, and almost no one is watching for it.

2 May 20263 min read

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Artificial Intelligence

Agentic AI Psychological Safety: Why Agency Does Not Equal Automation

Most agentic AI design conflates agency with automation. They are not the same thing, and the difference matters when the agent is acting on behalf of a person. The audit answer is not autonomy; it is bounded delegation with reversible actions.

2 May 20263 min read

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