Why AI experts say humans have two years left

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

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