A controlled, component-level study (176 settings, 4 models, SWE-Bench Verified + Terminal-Bench 2.1) isolating how context-management strategy, planning, and action-space design each affect coding-agent cost and accuracy, yielding concrete model- and budget-aware harness design guidance.