Why AI Demands New Engineering Ratios

The two-pizza team isn’t dead—it just needs different toppings. AI breaks previous staffing assumptions by collapsing the time it takes to write code. Engineers equipped with AI can transition coding tasks from ready for dev to ready for test in hours, not days. So how best to leverage this new capacity?