Agent Engineering · 2026

From personalmagic to anengineeringprocess

Why personal AI agents still do not make a company agent-native—and how to move their work from developers’ laptops into a shared, observable, and evolving production system.

Every developer already has an agent. The company does not—yet.

Sergey Morozov Nord Studio · MY.GAMES

Scattered personal environments

Agent Aown quota

Agent Bown laptop

Agent Cown memory

shortage beside idle capacityexperience does not compound

move execution into a shared system↓

Shared observable flow

Taskcontext and goal

→

Executionshared compute

→

Resulttrace and experience

visiblecomparablerepeatableevolving