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TText generation▧Image generation▷Video generation⌘Code generation◖Speech synthesis♫Music generation⬡3D modeling▤Document analysis
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By turn thirty they're recycling the same sentence, every character sounds like the same actor in a different hat, and the one you wrote as a shy librarian is somehow flirting in the exact cadence of the last character you used. While testing samplers I ran a 40-turn conversation with a clingy-girlfriend character. By turn 30 she had **grown ears, a tail, and paws** — none of which appear anywhere in her character card. The model had drifted into a different trope entirely and then locked onto it. That's the failure this targets. Not "can it write one good paragraph" — whether the character you defined is still that character forty messages later.

Text generation
Input Text→ Output Text
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Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

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