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AI cost management has become a front-page enterprise issue. Uber burned through its 2026 AI coding budget in four months. Microsoft pulled back internal Claude Code licenses. The FinOps Foundation reports 98% of practitioners now manage AI spend, up from 31% two years ago. The Linux Foundation plans to standardize token-based AI infrastructure economics.
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