Speculation regarding GPT-5.6 highlights the escalating costs and technical hurdles of inference. This incremental update focuses on efficiency rather than a leap in raw intelligence. Developers must now balance higher reasoning capabilities against slower response times. The shift prioritizes compute optimization over the sheer scale of parameters.