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DataCenterRevolution

  • Stop Obsessing Over AI Benchmarks—The Real Power Is in the Racks

    Stop Obsessing Over AI Benchmarks—The Real Power Is in the Racks

    The AI arms race just hit a new phase—and it’s not about chatbots anymore. In early 2026, top AI agents started smashing through the benchmarks that once separated the elite from the pack. Claude Opus 4.6 is hovering around 82% on SWE-bench Verified. GPT-5.4 is claiming 75% on OSWorld-Verified, nudging past the reported human baseline…

  • The $10B AI Data Center Arms Race Was Built on a Fragile Assumption

    The $10B AI Data Center Arms Race Was Built on a Fragile Assumption

    What if the $10B AI data center arms race just… wasn’t necessary? That’s the uncomfortable question floating around after reports that “MegaTrain”-style techniques can train 100B+ parameter models on a single high-end GPU. For the last two years, the AI narrative has been simple: bigger models require bigger clusters, which require more NVIDIA GPUs, which…

  • Marvell Is the Smartest AI Bet No One’s Talking About

    Marvell Is the Smartest AI Bet No One’s Talking About

    Everyone wants the obvious AI winner. Few want the plumbing. Nvidia is the face of AI. Broadcom is the quiet toll booth. And Marvell? It’s the name that gets a polite nod on CNBC before everyone goes back to arguing about Blackwell shipments. That’s a mistake. Because right now, MRVL is the most overlooked AI…

  • NBIS Is a High-Voltage Bet on AI’s Spending Spree — And That’s the Point

    NBIS Is a High-Voltage Bet on AI’s Spending Spree — And That’s the Point

    NBIS Isn’t Just Another AI Stock — It’s a Leveraged Bet on the Entire Buildout If you’re looking for a sleepy AI compounder, keep scrolling. Nebius Group (NBIS) is something else entirely — a high-beta, capital-hungry, execution-or-die wager on the most capital-intensive phase of the AI cycle. And yes, it might be the purest public-market…