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Karpathy's 2017 'Software 2.0' essay predicted that neural networks would absorb entire engineering stacks. His 2026 Sequoia Ascent talk defines a third era, where large language models automate anything humans can verify. Here is how the thesis evolved across nine years and four organizations.