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From ARC Prize 2024 Paper Award recipient Simon Ouellette - execution-guided multi-step neural program synthesis (EG-NPS) outperforms test-time fine-tuning on ARC-AGI. Novel DSL + structured synthesis drive better out-of-distribution reasoning. Paper: arxiv.org/abs/2507.15877

Worth noting that the output artifacts of science -- the models it produces -- are symbolic in nature. Most commonly expressed in mathematical form, sometimes in code. Science is a program synthesis process.

Small teams are shaping the future of AI. Here's why Mike Knoop, co-founder of Ndea, ARC Prize, and Zapier believes AGI will be defined by teams all around the world, not just the big labs.

The way to think about AGI is as a scalable, efficient formalization & implementation of the scientific method. Not a brain in a jar.

.François Chollet + Mike Knoop fireside chat @ MIT Listen to ARC Prize Co-Foundres, Francois Chollet + Mike Knoop talk about ARC-AGI-3, game development, and measuring intelligence with Interactive Benchmarks youtu.be/1u2DkoqEfhk