You Only Need Your Transformer 25% of the Time: Meaning-First Execution for Eliminating Unnecessary Inference

Ryan Shamim

Modern AI inference systems treat transformer execution as mandatory, conflating model capability with execution necessity. We reframe inference as a control-plane decision problem…