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  # Benign MessagePack / RLlib Checkpoint Security PoC
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  This repository stages a safe proof-of-concept for a MessagePack-based ML checkpoint loading issue. The artifact is a tiny `state.msgpack` file that follows the Ray RLlib checkpoint state-file shape and carries a NumPy object-dtype array encoded through `msgpack-numpy`.
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  When decoded through Ray RLlib's `restore_from_path()` MessagePack path, the current `msgpack-numpy` decoder reaches `pickle.loads()` for object-dtype array data. The embedded payload only writes a local marker file named `MSG_PACK_NUMPY_MARKER.txt`.
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  ## Files
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  - `state.msgpack` - benign PoC checkpoint state file.
 
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+ ---
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+ tags:
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+ - security
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+ - msgpack
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+ - rllib
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+ - model-format
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+ license: other
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+ ---
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+
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  # Benign MessagePack / RLlib Checkpoint Security PoC
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  This repository stages a safe proof-of-concept for a MessagePack-based ML checkpoint loading issue. The artifact is a tiny `state.msgpack` file that follows the Ray RLlib checkpoint state-file shape and carries a NumPy object-dtype array encoded through `msgpack-numpy`.
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  When decoded through Ray RLlib's `restore_from_path()` MessagePack path, the current `msgpack-numpy` decoder reaches `pickle.loads()` for object-dtype array data. The embedded payload only writes a local marker file named `MSG_PACK_NUMPY_MARKER.txt`.
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+ Public PoC URL: https://huggingface.co/pragnyanramtha/rllib-msgpack-numpy-object-array-ace-poc
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  ## Files
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  - `state.msgpack` - benign PoC checkpoint state file.