Three checks carry most of the evaluation work: comparing actual step counts against expected ranges, where runs that hit the step limit are cleanly separated from runs that finish in four steps; checking tool calls, where tools that were called but returned no usable result, and tools that should have been triggered but never were, have nowhere to hide; and checking the trajectory, i.e. the action sequence, which catches reruns, skipped steps and loops.