Latest posts
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The Three Ways Machines Learn
One of the most important things to understand about machine learning is that not all learning works the same way. People often talk about “AI learning” as if there is one universal mechanism underneath everything. But once you look closer, a more fundamental question appears: What kind of feedback does the system actually receive while…
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What Actually Changes When a Machine Learns?
One of the easiest ways to misunderstand machine learning is to imagine that the system somehow becomes “smarter” in a vague or magical sense. But if you strip away the terminology, a much simpler question appears:When a machine learns, what exactly is changing inside it? Because something clearly changes. The inputs remain the same kind…
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Understanding ChatGPT’s Codex: The AI That Wants to Become a Software Engineer
Most people think Codex is just an AI that writes code. But I think that framing misses something important. Because writing code is only one small part of software engineering. Real development work usually involves something much messier: And this is exactly where Codex becomes interesting. To understand what Codex actually is, it helps to…
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Why Machine Learning Changed Everything
For most of computing history, getting a machine to perform a task followed a simple idea: If you wanted a computer to calculate taxes, sort numbers, or process payrolls, you explicitly told it what to do step by step. The logic was fully defined in advance. And for many problems, that worked perfectly well. But…
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Not All AI Is the Same
One of the easiest mistakes people make when talking about AI is treating it like a single thing. As if there is just “AI” and then increasingly smarter versions of it. But that framing hides something important. Different AI systems are not just separated by performance. They are separated by the kind of intelligence they…
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Intelligence Is Not a Single Thing
Most people talk about intelligence as if it’s one mysterious property that either exists or doesn’t. Something is either intelligent or it isn’t. Human or machine. Smart or dumb. But the more I think about it, the less useful that framing becomes. A better way to understand intelligence is to stop treating it like a…
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AI Understanding in the Age of ChatGPT
A few days ago, Andrej Karpathy reposted a quote that has been stuck in my head ever since: “You can outsource your thinking, but you cannot outsource your understanding.” The more I sit with it, the more it feels like the perfect description of the AI era we’re entering. AI can now write code, summarize…
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Exploring the World of Artificial Intelligence: My Personal Lab
Why I Created aiofthings.in A few days ago, I had a simple realization (or an epiphany!): I needed a space on the internet to think through AI in public. Not as an expert. Not as a company. Just as someone genuinely curious about where artificial intelligence is going and how it changes the way we…