The Commercial Dilemma of Open Weights

doodlestein · x · 2026-07-16

The author argues that **open weights** are crucial for enterprise adoption because they allow companies to deploy models on their own infrastructure, avoiding data leaks. However, they also point out significant commercial challenges: - Inference quickly turns into a price war, and models are easily commoditized. - Once users can deploy models themselves, the commercial moat becomes thinner. - Yet, without open weights, many enterprise use cases remain unacceptable.

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