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    The future is life automation

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    Most people are afraid that AI will replace them. The fear is understandable. It’s a quiet tension under every meeting, every career decision, every creative choice. The tools are getting faster. The outputs are getting better. And the gap between human effort and machine output is closing quickly. After years of working with these systems,…

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    The Limits of Echoed Intelligence

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    Through my experiments with Humaners, I started to push the limits of LLMs and their ability to complete complex tasks and stay focused on the direction given. I noticed when I was building Small Lanuage Models (SLM), I could get pretty accurate with content analysis, sentiment, and accuracy. But when I pushed the LM’s to do…

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    Dear Internet of the Late ’90s and Early 2000s

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    I miss you. You weren’t perfect. You were loud, clunky, and a little too obsessed with under-construction GIFs. But you were alive. Messy, chaotic, and full of raw energy. You weren’t trying to be “seamless” or “user-friendly.” You were digital for the sake of digital. And that made you exciting. You didn’t care about KPIs…

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    The Bio Challenge

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    Most bios are word salad. You’ve seen them. “Strategic leader.” “Passionate innovator.” “Driving growth through synergy.” None of it means anything. I was reviewing resumes for a social media and paid media management role recently, and by the fifth one, I couldn’t tell if I was reading different people or copy-pasting the same buzzword-laced template.…

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