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01taesiri /BlindLoop-Difficulty-Feedbackgated BlindLoop Difficulty Feedback This is the public, hash-bound release of BlindLoop Section 3. Coding agents generated executable visual-question tasks; each task's inverse program checked the answer from rendered pixels. For complete feedback transactions, the exact same five images were evaluated by three frontier VLMs and the resulting difficulty signal was returned to the next generation episode. Contents Config Unit Rows tasks generated task 266… See the full description on the dataset page: https://huggingface.co/datasets/taesiri/BlindLoop-Difficulty-Feedback.imagevisual-question-answering10K<n<100K0 likes93 downloads23d agoHugging Face02DualLoop /DualLoop-Difficulty-Feedbackgated DualLoop Difficulty Feedback This release contains the DualLoop model-feedback discovery data. Coding agents generated executable visual-question tasks; each task's inverse program checked the answer from rendered pixels. For complete feedback transactions, the exact same five images were evaluated by three frontier VLMs and the resulting difficulty signal was returned to the next generation episode. Contents Config Unit Rows tasks generated task 266… See the full description on the dataset page: https://huggingface.co/datasets/DualLoop/DualLoop-Difficulty-Feedback.imagevisual-question-answering10K<n<100K0 likes11 downloads3d agoHugging Face03PixelProof /PixelProof-Difficulty-Feedbackgated Pixel Proof Difficulty Feedback This release contains the Pixel Proof model-feedback discovery data. Coding agents generated executable visual-question tasks; each task's inverse program checked the answer from rendered pixels. For complete feedback transactions, the exact same five images were evaluated by three frontier VLMs and the resulting difficulty signal was returned to the next generation episode. Contents Config Unit Rows tasks generated task… See the full description on the dataset page: https://huggingface.co/datasets/PixelProof/PixelProof-Difficulty-Feedback.imagevisual-question-answering10K<n<100K0 likes8h agoHugging Face

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