The latest GPT-5.6 updates focus heavily on the volatility of inference speeds. These shifts impact how developers optimize latency for real-time applications. While the model shows incremental gains, the instability of output timing persists. Practitioners should expect inconsistent token delivery during peak loads, limiting the utility of high-precision timing in agentic workflows.