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As AI agents write most code, engineers shift from coding to designing systems that constrain, verify, and improve AI output. The article argues this transition is already underway, with companies like Artemis seeing engineers ship dozens of AI-written pull requests daily.
- Artemis engineers went from merging 2 pull requests daily in January to 30 in August 2026 by having AI agents write code while engineers design systems and set constraints
- Verification loops—not just better models—enable scale: SpaceX's Grok team ships ~2,000 pull requests monthly through robust testing and reviewer agents
- Great system design requires three properties: resilience (AI validates its own work), self-organization (systems learn from failures), and hierarchy (composable, reusable components)