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Showing posts with the label OpenAI

What is a Transformer, Actually? (No, Really!)

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by Dan Roque | Reading Time: 10 minutes | In AI Concepts Made Easy Grab a seat and let’s clear some space on the board. If you feel like you’re in over your head about AI news every morning, you aren’t alone. We’re caught in a tug‑of‑war between breathless hype and existential doom, and that usually leaves people feeling like they missed a foundational meeting. Today we’re stepping out of that noise. We’re going to open the hood of modern AI and look at the actual gears—no marketing paint, no mysticism. Transformers started as a breakthrough architecture for machine translation , introduced in the 2017 paper “ Attention Is All You Need .” But they’ve since become the core engine behind most of what the world casually calls “AI” today—language models, image generators, speech systems, and more. To understand why this layout changed everything, we have to understand the single trick that made “reading” data at scale possible: attention . Surprising Truths About the Tech To demys...

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...

Anthropic vs. The Pentagon: The $200M Disagreement

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by Dan Roque | Reading Time: 8 minutes | In Current Events On Friday, February 27, 2026, at 5:01 p.m. Eastern Time, a deadline passed without an agreement, and the relationship between one of America's leading artificial intelligence companies and its largest institutional client collapsed in public. By evening, President Trump had ordered all federal agencies to cease using Anthropic 's products. Defense Secretary Pete Hegseth had designated the company a "supply-chain risk to national security" — a label traditionally reserved for firms with ties to foreign adversaries. Hours later, rival company OpenAI announced a deal with the same Pentagon , on what it described as substantially similar terms. The story that led there raises questions worth sitting with: about who gets to define the rules governing powerful technology, about what it means when the same safeguards are acceptable from one company and grounds for blacklisting from another, and about whether the i...