Non-Determinism Isn't a Bug. It's Tuesday (kasava.dev) AI

The article argues that product managers are uniquely suited to use AI effectively because their work already involves rapid “mode switching,” comfort with uncertainty, and iterative, goal-oriented refinement rather than precision for its own sake. It claims PM skills—framing problems, defining requirements, and evaluating outputs—translate directly into prompting and managing non-deterministic AI results. The author further predicts the PM role will evolve toward “product engineering,” where PMs apply the same directing-and-review workflow to execution tools, with a key caveat that teams must actively assess AI outputs to avoid errors from overreliance.