AI-native development is coming. Not as a sudden shift, but as a gradual restructuring of how engineering teams work. The teams that adapt will ship 3-5x faster. The teams that don't will wonder why their AI tools aren't delivering ROI.
What AI-Native Means
It doesn't mean: AI writes all the code. It means: AI handles context acquisition, pattern recognition, and routine generation. Humans handle judgment, architecture, and quality.
The workflow shifts from:
- Understand → Plan → Code → Test → Review → Ship
To: