A senior engineer reflects on first principles thinking as essential to navigating career stagnation and the shift to agentic AI development. By breaking work into smallest accomplishable tasks and questioning fundamental goals rather than relying on past experience, engineers can build momentum and discover simpler solutions. The author argues that setting aside established constraints and approaching problems with fresh eyes—especially in AI—creates faster learning loops and deeper understanding.