chatgpt
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What Creators & Entrepreneurs Should Learn From Tech’s AI Layoff Wave
In the past few months, headlines about AI-related layoffs have dominated tech news. Amazon cut 14,000 corporate jobs. Microsoft quietly reorganized teams as AI writes more of its own code. And across the industry, automation is becoming the justification—spoken or… Continue reading
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The Efficiency–Fragility Paradox: Measuring How Smart We Really Are with AI
I’m not entirely sure what to do with this. It might never see the light of day, and yet it feels like something real — like I accidentally stumbled onto a missing variable in how we think about intelligence in… Continue reading
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You Get the AI You Deserve
I’ve been using AI for years. Long enough to develop what I thought was a pretty good BS detector. Long enough to notice patterns. Long enough to start testing whether AI was actually giving me information, or just telling me… Continue reading
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When AI Gets Your Data Spectacularly Wrong
“Summarize this file” feels like I’m a caveman pounding on the keyboard, expecting AI output excellence, and AI isn’t responding any better. TL;DR AI is powerful, but not infallible—especially when analyzing Excel or SQL files. The trick isn’t just uploading… Continue reading
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What AI Can’t Steal: The Science of Irreplaceable Human Value
How human expertise becomes irreplaceable through strategic AI partnership The Augmentation Reality After hundreds of hours working with advanced AI systems, I’ve discovered something counterintuitive: the more sophisticated my AI interactions become, the more irreplaceable my human contribution becomes. Rather… Continue reading
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Rise of Multi-Agentic AI
Six weeks ago, our trading platform’s AI made an awful prediction error. The model was sophisticated, used well-crafted data, but it couldn’t explain why it failed. That’s when we realized we were asking the wrong question. Not long ago, the… Continue reading
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How I Built an Institutional-Grade AI System Using Collaborative AI Development
A new paradigm for product development in the age of AI The Challenge That Started Everything It began with a simple trading scenario: “BTC dropped from $67K to $64.8K with RSI at 32 and bearish MACD. Should I buy, sell,… Continue reading






