Token Inefficiency: Why "Thinking" Models Reveal Architectural Failure

The Circumlocution Problem When we call these new models thinking models, we import a bunch of positive human associations: deliberation, insight, careful reasoning. But what's actually happening is more mundane and more telling. The model needs more computational steps to arrive at a particular point in its latent space that it theoretically could reach more directly. Instead of the model is…