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Nothing says "efficient resource management" quite like your devs speedrunning the entire year's AI budget in 30 days because someone decided to gamify Claude API usage with a leaderboard. The CTO watching developers rebuild the same CRUD to-do app seventeen different ways just to rack up tokens is the perfect embodiment of "congratulations, you played yourself."
Turns out when you measure success by consumption instead of value delivered, people optimize for... consumption. Who could've predicted that? Oh right, anyone who's ever worked in tech for more than five minutes. The villain here isn't even the devs—they're just doing what the metrics told them to do. It's the beautiful disaster of KPIs gone wrong.
Fun fact: Anthropic's Claude has different pricing tiers, and those tokens add up FAST when you're using the larger context windows. Burning through an annual budget in a month? That's roughly $50k-$100k+ depending on your org size. Hope that to-do app was worth it.
