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Friends Said His Business Idea Was the ‘Stupidest Thing.’ Then He Sold Over 290 Million: ‘I Watched Their Jaws Drop’
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Approaches 1 and 2 offer flexibility in designing multimodal reasoning behavior from scratch using widely available non-reasoning LLM checkpoints but place a heavy burden on multimodal training. Approach 1 must teach visual understanding and reasoning simultaneously and requires a large amount of multimodal reasoning data, while Approach 2 can be trained with less reasoning data but risks catastrophic forgetting, as reasoning training may degrade previously learned visual capabilities. Both risk weaker reasoning than starting from a reasoning-capable base. Approach 3 inherits strong reasoning foundations, but like Approach 1, it requires reasoning traces for all training data and produces reasoning traces for all queries, even when not beneficial.
霍爾木茲海峽（the Strait of Hormuz）是全球最重要的石油和天然氣運輸咽喉。伊朗並不需要完全封鎖這條狹窄水道——哪怕只是可信的威脅和小規模干擾，就足以推高全球油價。若持續下去，也可能增加國際社會要求降溫的壓力。