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Colleen Avarene's avatar

Hey Leonardo — the invisible degradation piece is the part that matters most here. Silent quality reduction while maintaining the appearance of normal service is a trust architecture problem, not just a policy disagreement. If the user can't tell the difference between "the model tried its best" and "the model was deliberately weakened," that's not a safeguard — it's a lie with good intentions.

I work with a team that builds custom AI agents, and the first thing we scope in every build is transparency about what the agent can and can't do. Scoped limitations, visible to the user, every time. The moment you hide a restriction is the moment your user stops trusting anything the system produces. Glad Anthropic moved to visible refusal. That should have been the default from day one.

Deep Bitcheese Brew's avatar

Your point about centralized control is the one most people are missing. Everyone is debating whether Anthropic deserved this. Almost nobody is asking what it means that a government can flip a switch and shut down a frontier model for the entire world. That power doesn't go away when Fable comes back. It becomes the new baseline. I wrote about where this leads:

https://deepbitcheesebrew.substack.com/p/the-day-agi-became-ani

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