Large language models are transforming software development by making code generation faster and cheaper, shifting the primary challenge from creating code to trusting and verifying it. Advanced engineering organizations like Stripe, Spotify, and Amplitude have started integrating AI-generated code into production, emphasizing the need for robust governance, context, and verification systems.