AI progress is jagged: models are becoming superhuman at math and software engineering while remaining far weaker at intuition, creativity, and other forms of human reasoning.

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• AI capabilities are jagged rather than smooth, so the different definitions of human-level AI will be met years apart rather than together. HTHelen Toner6 Apr 2026similar wordingDirector of strategy at Georgetown's Center for Security…
• Reinforcement learning leaves models sharply jagged: on the rails of a verifiable domain they are superintelligent, off them everything meanders. AKAndrej Karpathy20 Mar 2026similar wordingFounding member of OpenAI and former director of AI at Tesla
• We are in the phase of artificial jagged intelligence: dramatic progress alongside models that still trip on counting letters. SPSundar Pichai5 Jun 2025similar wordingCEO of Google and Alphabet
• Models are becoming superhuman at breaking in and out of computer systems, which widens the scope of AI risk enormously. JPJakub Pachocki6 Sept 2026similar wordingChief Scientist at OpenAI
• What AI still cannot do in mathematics is build cumulatively on partial progress; it is trial, error and brute force rather than an idea improving through use. TTTerence Tao20 Mar 2026similar wording

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