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Applied AI·November 2, 2026·1 min read

I burned through 220,000 AI tokens just because I could

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Local RTX-class hardware turning 220,000 tokens in minutes makes clear that for many workloads, the constraint is shifting from compute access to UX and governance. Teams with heavy experimentation or proprietary data should be actively scoping what to pull on-device to escape cloud metering and latency.

Applied AI

Democratic gubernatorial wins in Texas, Georgia, Ohio and Pennsylvania could expose 50% of proposed US AI data center additions to greater scrutiny and pushback

With new Democratic governors in Texas, Georgia, Ohio, and Pennsylvania, roughly half of proposed US AI data center capacity just moved into higher-friction permitting and community scrutiny. Data center developers and large AI buyers need a red/blue regulatory map in their site-selection models—not just power price and land cost.

Applied AI

Pharmaceutical leaders are skeptical of claims that AI could cure most diseases within a decade; the US FDA has yet to clear any AI-designed biotech drugs

Drug discovery AI is running into the wall of biology and regulation — no AI-designed drug has FDA clearance yet, and pharma CEOs are openly discounting decade-to-cure narratives. If you're building in AI x biotech, optimize for tools that de-risk experiments and trials, not full-stack drug pipelines that depend on regulators moving faster than they historically ever have.