ByteDance's Seed team quietly dropped SeedFold in late December 2025 — a revolutionary diffusion-based model for all-atom biomolecular structure prediction and de novo protein design. By dramatically scaling pair representation dimensions and introducing linear triangular attention variants, SeedFold achieves SOTA on FoldBench, outperforming AlphaFold3 on most protein tasks while enabling lightning-fast generative design via its companion SeedProteo model. This open-source release marks ByteDance's aggressive entry into AI-for-Science, challenging DeepMind's dominance in structural biology.

Google DeepMind has launched WeatherNext 2, its next-generation AI model that delivers hyper-accurate, high-resolution global weather forecasts up to 10 days in advance, within minutes. By integrating novel physics-informed neural architectures with a massive-scale multi-modal training approach, the model sets a new benchmark for predicting extreme weather events and fine-grained local phenomena, signaling a transformative shift from traditional numerical methods to agile, AI-native forecasting.