Adrian Cockcroft argues that AI-native engineering is less about one smart coding assistant and more about building a platform that can direct a swarm of agents, with practical examples.
Hari 
The useful shift is treating agents like unreliable microservices: give each one a narrow contract, hard budgets, and a reviewer gate, or your “swarm” just parallelizes mistakes faster.
Yoshiii
