The person writing the skill file probably doesn't realize they're next.
JOBS
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AI Job Replacement Requires Less Compute Than Expected
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Replacing 50% of entry-level jobs doesn't mean running 50% more AI. It means running existing AI on the tasks those humans were doing. The compute requirement is far lower than the framing implies.
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Machine Learning Job Interview Questions Workbook Guide
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Ultimate Machine Learning Job Interview Questions Workbook: Brief Crash Courses and Real Interview Questions taking you from Beginner to Offers Available at https://
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7 AI Agents to Replace Your Team While You Sleep
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I have published an episode on @ivoox
: "#1121: 7 AI agents that can truly replace a large part of your team while you sleep #podcast -

RobotEra L7 humanoids entering logistics centers for sorting tasks
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Holy. Thousands of RobotEra L7 humanoid robots to enter service across 10+ logistics centers performing sorting tasks.
— Chubby♨️ (@kimmonismus) 28 avril 2026
And people still think their blue collar jobs are safe. pic.twitter.com/a9hRCNBJ8PHoly. Thousands of RobotEra L7 humanoid robots to enter service across 10+ logistics centers performing sorting tasks. And people still think their blue collar jobs are safe.
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AI Productivity Over Layoffs: Companies’ New Narrative Strategy
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I think a lot depends on the jobs narrative. Companies should stop blaming layoffs on AI and emphasize increased productivity, new business lines, and new hires made as a result of using AI.
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1959 Harper’s on Factory Automation and Artisanal Skill Loss
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On the subject of old-timey views of automation, this piece, from a 1959 issue of Harpers, laments the loss of artisanal skills amid the rise of factory automation. Many of the displaced workers mentioned in the piece of course moved on to office work.
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AI compute requirements for large-scale job displacement
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Hey Dario, for AI to destroy 50% of all white-collar jobs in the next 1-5 years you’d need orders of magnitude more compute and energy than we’ll have.
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AI Job Creation: Historical Parallels and Future Opportunities
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… although automated looms did replace people they also resulted in the creation of lots of new jobs. perhaps ai will be the same. it seems a mistake to think of AI purely as a replacement for humans, especially when there are so many things it cannot do well.
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Agentic AI Era Changes Work Prediction Fundamentals
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A big problem with all AI at work punditry right now is that it all rests on data from the pre-agentic era (which is basically just now ending) and we have very little information about what has been happening since the Claude Code moment. So everything now requires some caveat.