Open-source CLI tool for adversarial data watermarking — renders audio, text, tabular, image, and video data unusable for AI training and RAG pipelines while preserving human fidelity. PGD attacks against CLIP/Whisper, homoglyph injection, semantic shifting, statistical poisoning.
python cli open-source machine-learning privacy pgd pytorch adversarial clip whisper watermarking ai-safety data-sovereignty adversarial-attacks data-poisoning nightshade rag-poisoning image-cloaking audio-cloaking text-perturbation
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Updated
Mar 28, 2026 - Python