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Applied AI·October 27, 2026·1 min read

U.S. economy is gathering steam. This is the chief reason why.

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If the AI boom is now a primary driver of US economic momentum—visible in Anthropic’s IPO prep and durable goods demand—then AI capex is no longer a side bet, it’s macro-relevant industrial investment. Operators should expect tighter competition for talent, power, and specialized hardware as AI spend crowds other tech priorities.

Applied AI

Frontier AI labs say their models refuted the Exponential Time Hypothesis. What does that mean?

If large models are genuinely helping probe — or refute — complexity-theory conjectures like ETH, they’re becoming tools for discovering new algorithms, not just applying known ones. For operators, the upside is step-change improvements in core primitives like search, optimization, and crypto — but also a moving target for any security or pricing model that assumes today’s hardness results.