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Omg 😱😱 Machines don't replace hard work they redefine it. Behind every automated movement is engineering, innovation, and years of human expertise. From boosting efficiency to improving precision, industrial automation is transforming the way the world builds, creates, and grows. 📈 The future isn't coming it's already at work. ⚡🌍

199,307 просмотров • 10 дней назад •via X (Twitter)

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I figure we've got about 7 years left until the vast majority of human jobs today are gone. The automation cliff represents a stark departure from how we typically think about automation happening gradually. Rather than a steady staircase of incremental improvements where humans slowly hand over control to machines, we're heading toward a precipitous drop where entire industries and job categories will transition from human to automated control virtually overnight. This cliff is becoming possible because of two key developments: humanoid robots that can seamlessly replace humans in physical tasks, and AI agents that can take over knowledge work through standard computer interfaces. Unlike previous waves of automation that required custom infrastructure and careful human oversight, these technologies are "drop-in" solutions - they can simply step into existing human roles and take over completely. The transformative power comes from eliminating the need for human involvement entirely. Partial automation often performs worse than either full human control or full automation, since managing the handoffs between human and machine creates new problems and cognitive burden. We've already seen this with systems like pharmaceutical manufacturing and agricultural harvesting, where removing humans from the loop actually improved performance dramatically. While technical complexity and economics have historically prevented this kind of complete automation, advanced AI and robotics are rapidly eliminating these barriers. Once these systems exceed human capabilities in strength, dexterity, and intelligence - which is already beginning to happen - we'll see wholesale replacement of human labor across industries, potentially within the next 5-7 years. This isn't the gradual automation story we've been telling ourselves. A cliff is coming, and we need to be ready for the profound economic and social changes it will bring.

David Shapiro (L/0)

24,217 просмотров • 1 год назад