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Created: 2025-07-03 14:01:01 UTC

François Chollet (@fchollet) on the ARC Prize and how we get to AGI.

At AI Startup School in San Francisco.

00:00 - The Falling Cost of Compute
00:57 - Deep-Learning’s Scaling Era & Benchmarks
01:59 - The ARC Benchmark
03:02 - The 2024 Shift to Test-Time Adaptation
05:01 - What Is Intelligence?
07:12 - Why Benchmarks Matter (and Mislead)
08:57 - ARC X Exposes Scaling Limits
10:58 - ARC 2: Compositional Reasoning Arrives
12:55 - Humans vs. Models on ARC2
14:58 - Previewing ARC3 & Interactive Agency
17:00 - Kaleidoscopic Hypothesis and Abstractions
22:00 - Type X vs. Type X Abstractions
26:00 - Discrete Program Search & Inventive AI
29:00 - Fusing Intuition with Symbolic Reasoning
32:00 - Building AGI Through Meta-Learning Systems

![](https://pbs.twimg.com/amplify_video_thumb/1940764696908648449/img/5UAqUI04XI3Dup5J.jpg)

XXXXXXX engagements

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**Related Topics**
[coins ai](/topic/coins-ai)
[agi](/topic/agi)
[prize](/topic/prize)
[arc](/topic/arc)
[y combinator](/topic/y-combinator)

[Post Link](https://x.com/ycombinator/status/1940772773951164607)