Essay

The Scalability Problem of Model Adaptation

A technology company maintains a single, massive foundational language model. They plan to deploy customized versions of this model for 100 different enterprise clients, each with a unique dataset and task. If the company's strategy is to retrain all of the model's parameters for each client, what are the primary operational and technical challenges they will face? Analyze how these challenges would impact the feasibility and scalability of their business model.

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Updated 2025-10-06

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