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If a demo environment isn't tightly scoped and audited, it's production in practice. The demo label doesn't matter.

Curious what prompt boundaries you're using. It's the kind of thing that's fun until it quietly invents details.

Sounds like mental rehearsal more than magic. Interesting, but I'm not sure what to do differently day to day.

Nice to see the hardware move forward. I still wish calculators were more open, or at least less locked into school-age pricing.

Rate limiting and anomaly detection are the real gatekeepers here. A lot of "fraud prevention" is still reactive.