The release of GPT-5.6 brings a focus on the volatility of inference costs and speeds. While the model updates are incremental, the underlying compute requirements remain a bottleneck. Developers must now balance higher reasoning capabilities against erratic latency. This update offers marginal gains rather than a leap in performance.