The release of GPT-5.6 brings renewed scrutiny to inference efficiency. Users report erratic performance spikes despite the version bump. This incremental update fails to solve core latency issues for high-volume API users. Practitioners should benchmark specific workflows before migrating from stable versions to avoid unpredictable costs and response times.