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Showing posts with the label Artificial General Intelligence

AI Alignment: What Is It, and Why Should We Care?

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by Dan Roque | Reading Time: 18 minutes | In AI Concepts Made Easy As artificial intelligence moves from the digital sandbox of chatbots into the physical and strategic infrastructure of our world—managing nuclear fusion reactors, diagnosing terminal illnesses, and navigating global financial markets—we are witnessing a historic divergence. This is the gap between capability (what an AI is capable of doing) and intent (what we actually want it to do). When the general public thinks of "AI risk," they often envision the cinematic tropes of the " Terminator ": a malevolent robot army deciding to eradicate humanity out of spite or a sudden awakening of consciousness. However, the reality of the risk is far more subtle, structural, and technically demanding. The primary danger isn't "malice"; it is misalignment . Modern AI systems are optimization engines. If you give an optimization engine a goal but fail to specify the constraints perfectly, it wil...

The Agent Illusion: The 5 Stages of AI Development and Where We Really Are

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by  Dan Roque | Reading Time:  12 minutes | In  Future of Work Let me guess. You've seen the headlines about " reasoning models " that can solve PhD-level problems. You've watched the demos of AI moving cursors, clicking buttons, and "using computers like a human." You've heard " agentic AI " repeated so many times it's started to sound like meaningless corporate noise. And somewhere in the back of your mind, you're wondering:  Wait, didn't OpenAI say Level 1 was just chatbots? So, if we've got models that can reason and act... aren't we already past that? You're right to ask. And the answer is both simpler and more complicated than the hype cycle wants you to believe. So, let's step away from the doom-scrolling for a minute. Grab some chalk. Let's walk up to the virtual board and actually look at what's turning inside these machines right now—March 2026—because the gap between what's being  said  and w...