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Applied AI·October 26, 2026·1 min read

OpenClaw creator Peter Steinberger claims he spent $10 million in tokens in just a month — but luckily OpenAI can afford it

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A single power user burning $10 million in API tokens in a month shows how quickly usage can concentrate and how volatile gross margins can be for model providers. If your product depends on third‑party tokens, you need hard rate limits, pricing levers, and unit‑economics alerts before a whale quietly rewrites your cost structure.

Applied AI

Nvidia reveals its mega DSX POD modular 'AI factory' — so could the latest Vera Rubin hardware actually help make data centers more energy efficient?

Nvidia’s DSX POD — Vera Rubin hardware in factory-built containers — pushes AI infra toward modular, shippable “plants” rather than bespoke data centers. If you’re planning large deployments, your edge is less about racking gear and more about securing sites, power, and integration talent for these pre-packaged AI factories.