The promise of AI-powered software development is profoundly appealing: describe what you want, and watch the product materialize. However, as AI coding tools matured through 2025, research and real-life production experiences revealed a complex reality. Productivity gains are real, but they are highly conditional, unevenly distributed, and often absorbed by downstream bottlenecks.