Redesign how your team ships software with AI agents

This post introduces the AI-Native Engineering Playbook, which provides practices for redesigning software delivery processes to accommodate AI agents. It highlights that coding is no longer the primary bottleneck, with the constraint shifting to review, environment setup, approvals, and other surrounding processes. The playbook outlines a four-stage ladder for agent autonomy based on verifiable output and emphasizes the need for layered verification systems in code review to handle agent-generated code volume. It also stresses the importance of identifying and addressing bottlenecks in the delivery lifecycle beyond just coding.