Developers are frustrated with rigid Plan Mode UIs in coding assistants, but the real solution is embedding planning as an internal runtime primitive rather than a user-facing feature. When plans are baked into the agent harness as structured state machines with checkpoints and acceptance criteria, they enable dynamic refinement and keep both human and AI aligned on concrete goals without slowing down workflow.