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weather

How to Read Typhoon Forecast Maps: Track, Intensity, and Ensemble Proportions in AI vs. European Models

In 2025 evaluations, AI models such as AIFS had smaller typhoon track errors than traditional models such as ECMWF's IFS, while intensity and wind-and-rain forecasts remain weak. When reading a forecast map, first separate a single track from an ensemble proportion, and track from intensity. Treat disagreement more than three days out as undecided.

Gemini——Google's Native Multimodal Flagship: 1M Context and Scientific Reasoning Champion

Gemini is Google DeepMind's native multimodal LLM family, famed for a 1M-token context window and native video/speech input plus scientific reasoning. 3.1 Pro tops GPQA Diamond 94.1% and ARC-AGI-2 77.1% to claim science-reasoning dual crowns, at $2/$12—1/6 of Claude. 3.8 Flash delivers agentic coding results close to frontier models at $0.75/$3.75 (Terminal-Bench 2.1 89.4%; DeepSWE v1.1 73.7%), with the same introductory pricing across 3.6, 3.7, and 3.8.