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Gradient Dissent · Monday, August 3, 2026

Lin Qiao: Intelligence is a derivative of data, emphasizing specialized models

Lin Qiao believes that intelligence is fundamentally a derivative of data, advocating for a strategy of specialized intelligence. She stated that the majority of valuable data is logged within applications and enterprises, and this data should not be shared externally. Consequently, Fireworks focuses on building tools for this specialized intelligence category, predicting a future with millions of specialized models.

personLin QiaocompanyFireworks

The tape

3 quotes
But we believe intelligence is the derivative of the data. Uh, that's our fundamental assumption.
Lin
Majority of the data is logged inside applications, logged inside enterprise. And, in my opinion, these data should never be shared with anyone else because those are the IP.
Lin
The world will be millions of specialized models, one per application per use case.
Lin
Heard on Gradient Dissent — “40 Trillion Tokens a Day (Yes, More Than OpenAI) | Lin Qiao, CEO of Fireworks, published Monday, August 3, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.07
Lin Qiao: Intelligence is a derivative of data, emphasizing specialized models — Heardvine