MIT finding AI automation only economically viable in 23% of vision-primary roles sits in direct tension with $740B in capex and 92,000 layoffs. Those two things cannot both be rational at the same time.
WORKFORCE
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AI Transition: Jobs, Spending, and Economic Uncertainty Ahead
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The optimist answer is new jobs, new spending categories, wealth redistribution. The honest answer is nobody knows if that transition happens fast enough or broadly enough this time.
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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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92% of Leaders Say AI Agents Need Guardrails But Few Defined
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92% of leaders agree AI agents need guardrails, but less than half have defined them. Time to move from experimentation to orchestrated, safe execution. Details here: https://
ap.pn/3WfK9Lz @Appian @HarvardBiz #AppianWorld -
59% of Companies Use AI but Only 16% See High Value
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59% of companies have AI in production, but only 16% see high measurable value. The secret? Integration. Learn how @Appian is closing the AI success gap by embedding intelligence directly into workflows: https://
appian.com/about/explore/
press-releases/2026/new-survey-from-harvard-business-review-analytic-services-finds-ai-adoption-remains-high
… #AppianWorld -
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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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.