971: 90% of The World’s Data is Private; Lin Qiao’s Fireworks AI is Unlocking It - Super Data Science: ML & AI Podcast with Jon Krohn Recap
Podcast: Super Data Science: ML & AI Podcast with Jon Krohn
Published: 2026-03-03
Duration: 1 hr 0 min
Summary
In this episode, Jon Krohn talks with Lin Qiao, CEO of Fireworks AI, about the vast amounts of private enterprise data that remain untapped for AI training. They discuss how Fireworks AI aims to unlock this data through autonomous intelligence, revolutionizing the AI landscape.
What Happened
Jon Krohn opens the episode by highlighting that over 90% of the world's intelligence is locked within private enterprise data, which has not been utilized by any foundation model. He introduces Lin Qiao, the CEO of Fireworks AI, a startup that has raised over $300 million to address this challenge. Lin shares insights about the mission of Fireworks AI, which is to develop autonomous intelligence that allows AI to continuously adapt and improve by using application-specific data that is currently inaccessible to traditional AGI models.
Lin explains that while AGI aims to consolidate intelligence into a single model, the reality is that the majority of valuable data resides within private enterprises and applications. He emphasizes that data is knowledge, and unlocking this data can lead to significant advancements in AI capabilities. By enabling models to absorb additional intelligence from these private datasets, Fireworks AI aims to create a future where there are millions of specialized models, each tailored to specific applications and use cases, rather than relying solely on a few large models.
Key Insights
- Over 90% of the world's data is private and inaccessible to foundation models.
- Fireworks AI is focused on creating autonomous intelligence to unlock private enterprise data.
- The future of AI will involve millions of specialized models for specific applications.
- Continuous customization and automation of AI models will transform software development and other high-skill tasks.
Key Questions Answered
What is the mission of Fireworks AI?
Fireworks AI's mission is to develop autonomous intelligence that unlocks private enterprise data for AI training and inference. Lin Qiao explains that the majority of valuable data is locked inside enterprises, and their goal is to activate this data to enhance AI models with application-specific intelligence.
How does Fireworks AI plan to revolutionize AI capabilities?
Lin discusses Fireworks AI's approach, emphasizing that while AGI focuses on a single model's intelligence, the company aims to create a multitude of specialized models tailored to specific tasks within enterprises. This would allow for continuous customization and automation, driving significant advancements in AI performance.
What does autonomous intelligence mean in the context of AI?
Autonomous intelligence, as described by Lin, refers to the ability of AI models to continuously adapt and customize themselves based on specific application data. This contrasts with traditional models that require manual updates and expert intervention, making AI development more accessible to a wider range of developers.
How is AI transforming software development according to Lin Qiao?
Lin notes that AI is disrupting software development by introducing coding agents that function similarly to junior engineers. This shift raises questions about the relevance of traditional coding interviews, as the focus may shift to how well candidates can leverage these coding agents in their work.
What is the significance of unlocking private data for AI?
Unlocking private data is crucial because it holds valuable intelligence that can enhance AI models' capabilities. Lin asserts that by harnessing this data, Fireworks AI seeks to elevate models to the next level, allowing them to perform better in tasks tailored to specific enterprises, ultimately leading to a more customized and efficient AI landscape.