The release of GPT-5.6 brings a renewed focus on the volatility of inference speeds. Users report inconsistent latency despite claims of optimization. This instability complicates deployment for developers requiring predictable response times. The update offers incremental gains but fails to solve the core efficiency problem for high-scale OpenAI API integrations.