AI-Native Delivery The Engineer's Evolution, Stage 5 and 6: Delegating and Coordinating Stages 5 and 6 move the engineer from delegating trusted workflows to coordinating many agents in parallel. Each layer costs roughly seven times the one below, which is why the Stage 4 groundwork decides whether delegation is leverage or unattended risk.
AI-Native Delivery The Engineer's Evolution, Stage 4: Designing and Governing the Workflow Engineers evolve to Stage 4: Workflow. Automate checks and build "protection harnesses" for repeatable tasks, shifting focus from manual review to system governance and team leadership.
AI-Native Delivery The Engineer's Evolution, Stage 3: Directing the Work Instead of Doing It Stage 3 is where the role visibly changes. The developer documents how they work, encodes it into personal agents, and moves from typing to directing and reviewing. The tester becomes a test designer.
AI-Native Delivery The Engineer's Evolution, Stage 2: The Developer With an Assistant Part 1 of a series on how the software engineer's role changes as teams climb the AI maturity curve, following a developer and a QA engineer through each stage.