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The article discusses the anticipated breakthrough in long-horizon AI tasks and autonomous agents, suggesting a shift from 'one-person' to 'none-person' companies. It highlights technical pillars like memory, continual learning, and self-judging as key to realizing fully self-evolving AI systems that could redefine AGI and operating systems.