Uploaded March 2026 | Updated September 2026, 3 weeks ago

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Raoul Pal sits down with Emad Mostaque and challenges the dominant narrative that AI models need exponentially more internet data to improve. Instead, he argues we’ve entered a new phase where higher-quality data, better organization, and few-shot learning dramatically reduce the need for brute-force scaling. Once models can generalize from minimal examples, the bottleneck shifts from data volume to optimization.

Watch the full conversation on Raoul Pal The Journey Man with Emad Mostaque
👉 HERE: youtube.com/watch?v=tIzdKxEVL08

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Timestamps:
00:00 – The AI Data Myth
01:17 – The Few-Shot Inflection Point
02:07 – From Textbooks to Self-Organizing Knowledge
03:19 – The World Model Breakthrough

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