The release of GPT-5.6 brings renewed scrutiny to the volatility of inference speeds. While the model updates capabilities, erratic latency persists across various workloads. Developers must now optimize prompts to mitigate these performance swings. This update offers incremental gains rather than a leap in stability for production-grade deployments.