Artificial intelligence is changing software economics. As reasoning becomes a metered resource, software is shifting from a fixed-cost asset to a continuously funded intelligence infrastructure. This in-depth analysis explores AI-native software, agentic systems, intelligence liabilities, AI FinOps, and the future economics of software.