A new technique called prewalk reduces the cost of automated coding tasks by nearly half while retaining 92 to 97 percent of a frontier model's pass rate on SWE-Bench Pro. The method achieves this by providing a cheaper AI model with a step-by-step trajectory instead of a high-level plan, reserving the expensive frontier model for just a single edit.