assumed uncensored image generation meant opengradient added zero restrictions on top of whatever the base models already do.

turns out thats probably right but the more interesting part is what that actually implies about consistency across providers.

gemini bytedance and xai each have their own training Level restrictions baked in independently. if opengradient genuinely adds nothing on top the same prompt could behave completely differently across the three providers not because of anything opengradient controls, just because the underlying models disagree with each other.

what changed my read is realizing uncensored here isnt really one consistent property its three separate properties wearing the same label.

A prompt allowed on one provider and refused on another both technically count as the uncensored image studio experience.

still somthing about marketing three different restriction profiles under one word feels like it understates how much the experience actually varies depending which provider you happen to pick.
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