Nadella says token use has to earn its cost

Microsoft's CEO called himself a token-maxer but warned that each extra token should be matched by real productivity gains, not just bigger AI bills.

What changed

The source article frames the development through the lens of Microsoft, AI costs, Large Models, 纳德拉, keeping the focus on concrete numbers, deployment constraints and the pressure they create for companies and policymakers.

Why it matters

The useful reading is not the launch headline alone. The bigger signal is how AI capability, cost, regulation and distribution channels are starting to determine which products can move from experiment to routine use.

Sources: CocoLoop, Microsoft CEO Satya Nadella admits he's a token-maxer, too: "It's addictive"(The Decoder);Hard Fork 播客访谈