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Update README.md

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@@ -78,6 +78,20 @@ ComfyUI Metadata: INSERT
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  # Blockers
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  1) NotImplementedError: Cannot copy out of meta tensor; no data! Please use torch.nn.Module.to_empty() instead of torch.nn.Module.to() when moving module from meta to a different device.
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+ # Remarks
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+ 2025-07-23 Test Notes
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+ - FP4 quantization model loads successfully in ComfyUI, but isn’t fully functional yet. Needs further investigation and debugging.
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+ - Calibration dataset appears misaligned, may need to revisit and adjust the sampling code for Flux.1 Kontext Dev.
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+ - Later, consider running another test using the base [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev/tree/main) model for comparison.
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+ - Check with the deepcompressor/nunchaku team, request their latest working implementation.
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+ ---
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  # Blockers
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  1) NotImplementedError: Cannot copy out of meta tensor; no data! Please use torch.nn.Module.to_empty() instead of torch.nn.Module.to() when moving module from meta to a different device.
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