At $4.4 trillion, NVIDIA needs to execute flawlessly for a decade to justify today's price. Here's the math, the bull case, and what to do instead.

NVIDIA's 80% AI chip monopoly faces threats from AMD, hyperscaler custom silicon, and shifting workloads. History says it won't last.

NVIDIA's stock assumes permanent AI monopoly economics in a market where hardware cycles are brutal and monopolies never last.

MIT research shows 40% time savings on specific tasks—but only if you know where ChatGPT excels and where it fails. Here's your data-backed guide to getting real value from AI.

AI agents fail 70% of multi-step office tasks. The hype says revolution, the data says expensive daycare. Here's your sandbox template with kill-switch criteria before you ship chaos.

AWS us-east-1 went down for 16 hours. Again. Everyone's screaming about AI replacing workers, but the real scandal? You're all still putting production workloads in the internet's most notorious dumpster fire.

AI drafts fast and costs you in cleanup. Constrain it, measure verification time, and keep a kill switch handy—or you're shipping rework, not value.

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