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Foundation models are generalists by design. They are trained to be broadly capable across language, reasoning, and knowledge tasks — optimized for breadth, not depth. That is precisely their strength in general use cases. And precisely their limitation the moment you deploy them into a domain that demands depth.

Fine-tuning and...