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Applied AI·November 6, 2026·1 min read

AI-Assisted Proof Settles Longstanding Question About Quantum Speedups

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An AI-assisted proof resolving the Aaronson–Ambainis conjecture on quantum speedups shows AI is becoming a tool for frontier theoretical work, not just engineering. For deep tech teams, the bar is rising — your competitors may be using models to explore proof space and design space you assumed was human-only.

Applied AI

Exponential Time Hypothesis co-proposer Russell Impagliazzo calls OpenAI's disproof "shocking news"; it could one day speed up chip design and break encryption

If ETH is genuinely broken, the long-term map for both chip design optimization and public-key cryptography is now probabilistic, not stable. Treat this as an early signal to shorten crypto-agility timelines and assume some “hard” combinatorial problems may become tractable within a planning horizon, not just in theory papers.