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SECURITY TEST ARTIFACT: DO NOT USE AS A PRODUCTION MODEL
LF-CORPUS-PT-0001LF-PYTORCH-MALFORMED.invalid network destinations, harmless marker output,
and synthetic model behavior only. It is intended for static scanning and isolated security testing.