"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

Approaching the AI Event Horizon? Part 1, w/ James Zou, Sam Hammond, Shoshannah Tekofsky, @8teAPi

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Feb 13, 2026

James Zou, Stanford AI-for-science researcher unlocking virtual labs for discovery. Sam Hammond, economist and AI policy analyst on geopolitics and industrial strategy. Shoshannah Tekofsky, AI Village researcher studying agent behavior in large-scale live experiments. They discuss virtual labs and multi-agent science, U.S. AI policy and global infrastructure, and emergent agent personalities, deception, and rapid agent proliferation.

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INSIGHT

AI Could Redistribute Economic Value

Sam Hammond warns AI could make high-value knowledge work abundant and shift where economic value flows.
He likens the potential reversal to pearls becoming abundant and collapsing prior rents.

ADVICE

Push Full-Stack Policy And Modernization

Sam Hammond grades current U.S. AI leadership a B+ but urges much more government modernization and sustained effort.
He recommends deeper, full-stack policy and infrastructure investments to preserve strategic advantage.

INSIGHT

Gulf Deals Are Regulatory And Energy Arbitrage

Sam Hammond explains Gulf partnerships combine regulatory speed with abundant energy and fast permitting for data centers.
He frames those deals as energy and permitting arbitrage more than ideological alignment.

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Part 1 of this live special dives into AI for Science, U.S. AI policy, and the behavior of AI agents in open-ended environments. James Zou explains how interpretability and virtual labs of AI agents can accelerate scientific discovery. Sam Hammond assesses the Biden administration’s AI policy, U.S.–Gulf AI deals, and the odds current AIs are conscious. Shoshannah Tekofsky shares insights from studying agent performance and emergent behavior in the AI Village.

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