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AI coding tools boost productivity by 26% per Stanford's 2026 AI Index Report, but gains drop on judgment-heavy work. METR found frontier models double autonomous job length every seven months since 2019, accelerating to every four months in 2024-2025. The industry risks undermining its senior engineer pipeline by cutting entry-level hiring.
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