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How AI works

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What Do Q4 and Q8 Mean? I Squeezed One AI Into 9 VersionsSame AI, nine sizes. The first seven all knew the capital of France.Is AI Really a Black Box? I Opened Up NVIDIA's NemotronI found a "know this person / don't" direction inside NVIDIA's Nemotron 3.5 Bolt. Turn the knob and see what it really said at every step.What Is a Reasoning Model? I Read the AI's ScratchpadThinking off: wrong, five times in a row. Thinking on: ten quiet seconds, then right every time 🤔 So I opened up the scratchpad to see what it was actually doing in there.Fine-Tuning vs RAG vs Prompts: What Actually Teaches an AI?If you paste the same wall of instructions into AI every single time... same.Why Does AI Hallucinate? I Asked It the Same Question 3 TimesSame question, three tries, three different PhD titles... all said like facts, all made up 🙃 The sneaky part is that every piece of the fake answer was real.Does ChatGPT Actually Remember You? How AI Memory WorksChatGPT forgets you in a new chat, then remembers you hate cilantro. Here's where AI memory actually lives.Why Is Claude Code So Good? It's the HarnessTry itSame model, only the harness around it changed, and the score went from 58% to 76%. A CLAUDE.md / AGENTS.md instructions-file template to copy, and a little lab where you remove one harness part at a time.Inside an NVIDIA H100: What's Actually in an AI ChipTry itFrom the module down to a single transistor, every number checked against NVIDIA's whitepaper and spec page. The teardown animation runs in your browser; the prompt that made it is here to copy.What Is a Diffusion LLM? The AI That Doesn't Write Word by WordChatGPT writes one word at a time. A diffusion language model writes the whole answer at once and sharpens it, round by round.How Does AI Image Generation Work? It Starts With Pure StaticAI doesn't draw pictures stroke by stroke. I ran an open-source image model on my own PC, saved all 8 steps of it turning TV static into a cat, and used them to explain diffusion models.What Does 35B-A3B Mean? Mixture of Experts ExplainedThose "35B-A3B" names on every new open model, decoded: what Mixture of Experts (MoE) is, why a 35-billion-parameter model only uses 3 billion at a time, why that makes AI cheaper, and how it fits on a phone.How Does AI Control Your Computer? It Only Sees ScreenshotsAI agents can now click, type and fill in forms on their own. But the AI never watches your screen move: it sees one screenshot at a time.What Is Jev? The $7.5B AI That Can't TalkJev can't chat, can't write code, can't even finish a sentence, and it's worth $7.5 billion. Jev is a decision model: an AI that only answers multiple choice.What Is an AI Agent? Chatbot vs Agent vs WorkflowA chatbot tells you the steps. An AI agent does them.What Is RAG? Why ChatGPT Didn't Read Your Whole PDF (Explained Simply)Drop an 80-page contract into ChatGPT, ask about the late-payment penalty, and three seconds later it answers with the page number. It didn't read all 80 pages: it pulled a handful of snippets and never saw the rest.What Are Tokens in AI? Why ChatGPT Couldn't Spell Strawberry (Explained Simply)Paste any sentence and watch it get cut into tokens, the blocks ChatGPT actually reads. The tool from the video on why ChatGPT couldn't count the R's in strawberry.