Adaptive Compute Allocation Replaces Static Reasoning Chains in Autonomous Campus Workflows

Adaptive test-time reasoning is an AI inference optimization methodology that allocates dynamic deliberation tokens only when intermediate reasoning measurably alters task outcomes. Introduced via the