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Lin Qiao’s Fireworks AI Bets on Specialized Models Over General A.I. Hype

Lin Qiao believes companies that turn their data into specialized intelligence will outcompete those relying on general models.

The soaring demand for A.I. has given rise to a new category of digital utility companies that sell compute power, access to models and developer infrastructure. Among the leaders of this pack is Fireworks AI, co-founded by former Meta executive Lin Qiao, who led the creation of PyTorch, a popular open-source machine learning framework, and a team of engineers from Meta and Google.

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Fireworks AI is a platform for developers to build products faster and at lower cost than with proprietary models, using open-source models. It has access to many of the most capable open-source models on the market, such as Meta’s Llama series, Mistral, Qwen and DeepSeek. It also allows enterprises to upload their own data to train and fine-tune these models. Its clients include Cursor, Harvey, Uber and Shopify, among others.

Lin describes Fireworks as “a specialized intelligence platform,” as opposed to general intelligence. Specialized intelligence was what A.I. researchers primarily relied on before general intelligence became viable. “Before generative A.I. was a thing,........

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