Navigating Towards Artificial General Intelligence: Insights on Measurement and Adaptation

François Chollet on June 16, 2025 at AI Startup School in San Francisco.

François Chollet is a leading voice in AI. He's the creator of the Keras library, author of Deep Learning with Python, and the founder of the ARC Prize, a global competition aimed at measuring true general intelligence.

He's spent years thinking deeply about what intelligence actually is—and why scaling up today’s AI models isn’t enough to reach it.

In this talk, he walks through the limits of pretraining and memorized skills, and lays out a path toward true general intelligence—AI that can adapt on the fly, reason in new situations, and invent novel solutions. He explains why abstraction and compositionality matter, how ARC became the benchmark for progress, and what his team at a new research lab called Ndea is building next.