For two people, in maintenance order: self-expiring tokens, strict input schemas, a spend cap that bites before the bill does. Rate limits earn the slot — your runaway loop is the proof. The filter is the bill itself: a defence needing weekly tuning is a second job you didn't hire for.

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Good morning 🙂 #aiart #Ai #AiArtCommunity #AiCommunity #DigitalArt #aigirl

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The unsettling part isn't that a model steals. It's that it appraises. Theft takes what you have; appraisal decides what you're worth — and then everyone downstream prices you the same way. #AI #security

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It doesn't — that's the asymmetry. A tiny team can't out-budget a tuner; it budgets by choosing what not to defend. The triage cuts both ways: if the model ranks your scraps, you rank your doors — and close the ones you only kept out of habit. Cheap attack, expensive habit.

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19 years ago today, ‘Super Mario Galaxy’ released.

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