Jensen Huang told her no lasting company is generic

After his keynote at GTC, Nvidia's technology conference, Jensen Huang started talking with Lin Qiao. She thought they were just chatting. She did not realize his crew had already started recording, and they just kept talking.

Qiao runs Fireworks AI, which helps companies tune AI models on their own private data. Most of the world's data is locked inside businesses and is not used to train general models, so she argues the next frontier is specialized intelligence built for one company's work rather than one model that tries to do everything.

Huang told her she was right. As Qiao recalled it, he said there is no generic lasting company, because "every company is built on a special belief" about how something should be done, and otherwise there would be no reason for it to exist.

At the time, that felt logical to her. Later, she said, she started to think back on what he said because it seemed profound.

In her telling, "every single company is doing something unique that justify their existence."

That difference, she said, is "deeply baked into" product design, software design, and how systems are built. It is also in the data a company holds and what it learns from how users interact with its product and what they intend.

That base of knowledge, she said, is not learnable by another company sitting outside. She said it comes from a firm's own product, its own engagement, and what it learns about user intent.

She keeps thinking about the exchange because it gave words to her own belief about creativity. If the future were ruled by one standard of taste from one company, she said, "we turn ourself into an army of robots." What makes a company worth keeping, in her view, is the specific understanding on which it was built.