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Applied AI·July 13, 2026·1 min read

Token maxxing is your AI program’s quiet failure mode

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Optimizing for tokens used instead of outcomes is how AI programs turn into cost centers with glossy dashboards. This week, pick one AI initiative and rewrite its success metric in business terms — revenue, cycle time, error rate — then see if your current telemetry even supports that.