It’s clear that organizations that adopt Team Topologies as the foundation for their product operating model are more likely to see success, thanks to shared language, compelling techniques, and increased staff engagement.

The core principles from Team Topologies - organizing and empowering teams around independently-viable services, making cognitive load a key design principle, and making capabilities available via clear “vending machine” interfaces - translate superbly into the AI space by providing guardrails and heuristics for effective AI agency.