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  An experimental, audio-free derivative of [LiquidAI/d1-omni-600M](https://huggingface.co/LiquidAI/d1-omni-600M/tree/02b55d7076f15129e59ab3f94783f32c4b088674). It directly scores named options for `choice`, `noul` and ordinal `score` questions using text/JSON state and optional screenshots. It does **not** generate text or tokens. Do not call `generate()` or treat it as a causal chat model.
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- **Real-site generalization is not verified.** The reported quality data are authored synthetic browser pages, with AI-authored labels independently checked through AI DOM/pixel review, not human-expert annotations. Actual Chrome/WebGPU runtime parity was measured separately; that does not establish reliable completion detection on independently developed websites.
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  ## Immutable Candidate
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  An experimental, audio-free derivative of [LiquidAI/d1-omni-600M](https://huggingface.co/LiquidAI/d1-omni-600M/tree/02b55d7076f15129e59ab3f94783f32c4b088674). It directly scores named options for `choice`, `noul` and ordinal `score` questions using text/JSON state and optional screenshots. It does **not** generate text or tokens. Do not call `generate()` or treat it as a causal chat model.
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+ The reported quality data are authored synthetic browser pages, with AI-authored labels independently checked through AI DOM/pixel review, not human-expert annotations. Actual Chrome/WebGPU runtime parity was measured separately; that does not establish reliable completion detection on independently developed websites.
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  ## Immutable Candidate
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