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Scientific Foundation Models at Scale: What Infrastructure Changes When Models Become Core R&D Assets?
Review how biological, chemical and multimodal foundation models are changing infrastructure requirements across training, tuning and inference.
Clarify the implications for storage tiers, interconnects, orchestration and model lifecycle management in scientific settings.
Assess when organizations should build, adapt or consume foundation models, and what each choice means for infrastructure strategy.