The latest GPT-5.6 update introduces significant changes to inference efficiency. While the model shows marginal improvements in logic, the actual compute costs remain high. This incremental update fails to deliver a leap in speed. Developers should expect similar latency patterns when integrating these specific model versions into production pipelines.