From one prototype to a repeatable shipping practice.
The first web game became a native App Store launch. Its lessons became reusable product and engineering patterns. Those patterns became a project pipeline. A canonical context system and hand-built MCP connector now keep the work coherent across AI tools and across sessions.
This is how I think about AI-native product work: not as faster output, but as a system of taste, context, evaluation, and production discipline that improves each time it runs.








