Six flagship releases, including Gemma 4 and DeepSeek V4, flooded the open-weights ecosystem this month. These models push the boundaries of open-source performance across diverse benchmarks. Researchers now have a denser array of high-capability baselines for testing. This surge accelerates the transition from closed-API dominance to open-model parity for most practitioners.