Amazon warns engineers against "tokenmaxxing" as it shifts focus from AI usage to actual productivity
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Big quote: Amazon is telling its engineering teams to judge AI coding tools by the software they help deliver, not the volume of tokens they consume. The updated engineering guidelines warn against treating AI adoption, token consumption, code changes and code reviews as performance targets. "We believe that it is best to measure, and be measured by, long-term outcomes," Amazon wrote.
Amazon is not abandoning usage data. It is asking managers to examine those figures alongside other indicators.
The company recommends examining teams at both ends of AI adoption. Low usage may suggest engineers are missing opportunities to improve their work. Heavy usage should prompt a different question: whether delivery is improving enough to justify it. Neither figure settles the question on its own.
The guidance targets tokenmaxxing – deliberately inflating AI consumption...
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