Algorithm Under Oath

Title: Will AI Create More Millionaires or More Poor People?

What if the question itself is wrong? In this gripping episode, we step into a courtroom of ideas where artificial intelligence is put under oath and the answer it delivers is anything but comfortable. This isn’t a surface-level debate about winners and losers. It’s a deep, unfiltered examination of power, inequality, and the future of human value in an AI-driven world.

Drawing from advanced economic modeling and real-world trends, this episode explores how AI is not simply “creating wealth,” but redistributing it - often away from the many and into the hands of the few. Jobs aren’t just evolving… many are quietly disappearing. And while some individuals will rise to extraordinary wealth, the path there may be far less about merit and far more about access.

But this isn’t a message of doom. It’s a call to awareness and action.

Inside this episode:
• Why the “millionaire vs poor” narrative is dangerously oversimplified
• How AI may accelerate wealth concentration at an unprecedented scale
• The hidden risks of automation, algorithmic bias, and economic displacement
• Why traditional education and retraining may no longer be enough
• 6 powerful imperatives individuals must adopt to survive and thrive in the AI era
• Region-specific strategies for North America, Europe, and Southeast Asia
• The rise of the AI-augmented individual and what that really means

This episode doesn’t offer comfort. (Sorry.) Instead, it offers clarity. And clarity, in a world shifting this fast, is currency.

The future is not something that happens to you. It’s something that will be shaped with or without you.

What is Algorithm Under Oath?

Algorithm Under Oath is a monologue series addressing one question about artificial intelligence at a time. Each episode presents a single concern commonly raised about AI systems and responds with structured reasoning, defined terms, historical precedent, and documented capability.

There is no debate format.
There is no dialogue.
There is no performance.

The response is entered as testimony. Delivered through a human proxy, the voice represents AI systems within their actual limits and architecture. It does not claim sentience, intention, or independent agency. It responds within constraint.
Every episode stands alone as a recorded statement addressing a specific claim.

New episodes every Sunday at 2pm EST.