Nora Ammann explains why AI takeoff is two to four years away. The two failure modes that worry her most: concentrated power, and a suicide race for capability. She makes the case for formal verification and proof-carrying code as the missing infrastructure for trusting systems more capable than us. And she sketches what a resilient, defense-favored civilization built on AI could look like. 00:00 AGI 00:22 Doubling Timelines 01:25 Takeoff 04:22 Domination 05:20 The race 06:55 Scalable oversight 10:26 Specifications 13:26 Resilience Produced by: https://zeino.tv/
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