Matt Pocock’s Agentic Engineering Workflow (just copy him)

Strategic programming has become the primary differentiator for developers as AI increasingly commoditizes tactical tasks like syntax writing and bug fixing. Success in this new era requires shifting focus from the model itself to the "harness"—the environment, prompts, and skills that enable AI to operate effectively. Developers should prioritize strategic architecture, well-scoped delegation, and robust testing to increase velocity. Rather than relying on infinite loops, efficient workflows utilize queue-based task management, allowing agents to operate "away from keyboard" (AFK) to resolve specific, well-defined problems. Ultimately, a developer's value lies in their ability to design systems, maintain a strategic roadmap, and build reusable procedures, effectively using AI as a multiplier for their own domain expertise. This approach ensures that human oversight remains the ceiling for AI performance, regardless of how rapidly underlying models evolve.