Generative AI: the good vibes and the bad

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What you'll see

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The math, plainly

Linear algebra without the algebra. A 3×3 mixer you can drag. A toy transformer that actually spells a word.

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What's inside a modern AI

Hover over each piece of a real architecture diagram — safety filters, tool use, retrieval, the model core, and more.

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AI & code

How "vibe-coding" works, why models pass software-engineering benchmarks now, and the honest caveats.

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The new plumbing

MCP servers and "Skills" — the duct tape connecting models to the rest of the software you use.

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Costs & trade-offs

Datacenter energy, hardware shortages, wealth concentration, and the entry-level jobs being hollowed out.

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Where it's going

Three plausible 5-year scenarios — without hype and without doom.