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The research team performed 'Guided' tests where automated systems received human-crafted strategies. This adjustment boosted effectiveness by 14-35 percentage points across all systems. Notably, compact systems such as Qwen3-4B matched the capability of substantially larger systems when strategic analysis was externally supplied. Conversely, introducing 'decoy utilities' to mimic search mistakes produced minimal effect on outcomes, reinforcing that utility identification isn't the restricting element.