Jonathan Sandhu

Jonathan Sandhu
Iterative vs. Derivative AI: How Institutional Choices Shape Our Algorithmic Future

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Iterative vs. Derivative AI: How Institutional Choices Shape Our Algorithmic Future

Why the Difference Between Transparent Iteration and Strategic Opacity Matters More Than Ever Leaders today face a crucial choice—embrace transparent, accountable AI (iterative), or rely on opaque, institutionally controlled systems (derivative). The stakes go beyond technological accuracy: they're about institutional accountability, societal trust, and long-term innovation. Institutions

By Jonathan Sandhu