Engineers move from writing most code by hand to directing, reviewing, and validating what agents produce. Simform maps how each role changes, from developer to QA to architect, and where skills need to grow for orchestration and review. We define the upskilling and team structure for the new model, sequenced so delivery keeps running through the shift. The plan protects the institutional knowledge that keeps delivery reliable.