03 Mar 2026
59m

971: 90% of The World’s Data is Private; Lin Qiao’s Fireworks AI is Unlocking It

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Super Data Science: ML & AI Podcast with Jon Krohn

Autonomous intelligence represents a paradigm shift in AI, moving beyond the limitations of foundation models by continuously and automatically customizing models with private enterprise data. With over 90% of global intelligence locked within private systems, the future lies in deploying millions of specialized models rather than relying on a single AGI. Lin Qiao, CEO of Fireworks AI, advocates for a "small, big, small" development lifecycle: iterating on data quality with small models, performing high-quality tuning with large models, and distilling the results into small, efficient models for real-time inference. This approach, supported by infrastructure that abstracts hardware and model selection, empowers developers to build performant, cost-effective applications. Furthermore, the rise of coding agents is redefining technical expertise, shifting the focus from manual coding speed to the critical judgment required to steer and evaluate AI-generated systems.

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