A wave of flagship releases including Gemma 4, DeepSeek V4, and Kimi K2.6 hit the open-weights scene this month. These models push the boundaries of accessibility for high-performance LLMs. Practitioners can now deploy state-of-the-art capabilities without relying on closed APIs. The volume of releases accelerates the pace of open-source benchmarking.