The release of GPT-5.6 triggers fresh debate over inference efficiency. While the model introduces incremental updates, the actual compute costs remain high for end users. This iteration offers marginal gains over previous versions. Developers should evaluate if the slight performance bump justifies the increased latency in production environments.