OpenAI released GPT-5.5, matching Anthropic's top public offerings in performance. Meanwhile, DeepSeek launched v4, prioritizing engineering efficiency for a 1M context window over frontier capabilities. This incremental update reflects tightening compute constraints. Practitioners should view these as efficiency gains rather than leaps toward AGI.