Rethinking Product Development: How AI Reshapes the Value Stream, Not Just Code Speed
The article analyzes how AI has evolved from a code‑completion aid to a foundational operating system that forces product‑research teams to redesign the entire requirement‑to‑delivery value stream, outlining practical boundaries, pilot implementation, organizational role changes, metric shifts, and risk governance.
