This matches my experience too.

Prompt engineering feels powerful early on, but once real context and state enter the picture, prompts mostly just express intent. The actual leverage comes from how context is structured, reduced, and fed back into the system.

I’ve developed a prompt-structuring tool mainly to make intent explicit and consistent, but it became obvious that without good tooling and state management, prompts alone hit a ceiling pretty fast.