Most agents are prompt + a bunch of tool calls. Writing everything in one prompt is like writing your entire app in one function. It works until it doesn't, and when it doesn't, you have no idea where it broke. Orbit gives you steps and python control flow instead of prompts, so failures are local, models are swappable, and budgets are per-action. This makes it debuggable.
For example, Your `Read` step failed after 3 LLM calls on step 4 of 7. With a monolithic prompt, that's just... it hung.