Reasoning models spend more computation before answering

The release shifted part of the scaling race from larger pre-training runs toward “test-time compute,” where a model performs more internal processing before responding. Better benchmark performance did not guarantee truthfulness or remove the need to verify outputs, but the approach influenced the next generation of frontier models.