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Editor's Synopsis

Sequoia Capital announces its partnership with David Silver and his new AI research lab, Ineffable Intelligence, based in London. The lab's mission is to build a superlearner โ€” a system that discovers all knowledge purely through its own experience using reinforcement learning, without any pre-training on human data. The vision is a system that could rediscover and surpass humanity's greatest intellectual achievements, from the laws of physics to new branches of mathematics, by learning entirely from the consequences of its own actions.

Alfred Lin frames this as a deliberately contrarian bet against the dominant LLM paradigm, which relies on training over vast amounts of human-generated internet data. Silver's track record lends credibility to the approach: he was the lead researcher behind DeepMind's Alpha series (AlphaGo, AlphaGo Zero, AlphaZero, AlphaStar, AlphaProof), where removing human pre-training and relying on self-play produced decisively superhuman performance in Go. The key insight is that AlphaGo Zero, trained without any human data, dramatically outperformed its predecessor โ€” suggesting that human knowledge can be a ceiling rather than a foundation. Sequoia is co-leading Ineffable's first funding round, positioning it as one of the most ambitious scientific bets in the current AI landscape.

David Silver's Ineffable Intelligence: A Superlearner for the Age of Experience