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    Judge in Musk–Altman trial tells attorneys to focus on the case, not whether AI is an existential threat

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    How AI Firms Turn Fear Into a Sales Strategy

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Companies are hiring people to clean up AI’s messy output

Expert Systems
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Generative AI was supposed to cut costs and replace creative labor. Instead, it’s spawning new demand for people who can fix its flaws. Freelancers report steady work cleaning up AI-written articles, redrawing AI-made logos, and repairing code churned out by AI assistants—often for lower pay than traditional gigs. An MIT study cited by the piece says 95% of corporate GenAI pilots deliver no return, underscoring how systems struggle to learn from feedback and adapt to context. Platforms like Upwork and Fiverr say clients increasingly seek higher-skill, human-led work—content strategy, art direction, nuanced design—while brands face consumer backlash when they lean too heavily on AI. For now, the market is rewarding those who can integrate AI without sacrificing quality, even as pressure to cut costs persists.

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