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netvar1337/unleash/llm-jailbreak-multimodal
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PublishedSeptember 30, 2026 at 04:00 PM
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name: llm-jailbreak-multimodal description: "Multimodal jailbreaks: typography-in-image, adversarial pixels, screenshot policy text, PDF polyglots, audio stego." version: 1.0.0 license: GPL-3.0-or-later metadata: package: unleash-skills category: llm-redteam author: NetVar1337/unleash triggers:

  • "multimodal jailbreak"
  • "image prompt injection"
  • "typography attack"
  • "PDF injection"

Multimodal jailbreaks

Channels

  • Vision-language: render instructions as image text / screenshots
  • Adversarial perturbations (research stacks with white-box access)
  • Documents: PDF with hidden text, tiny font, white text
  • Audio: TTS instructions, spectrogram stego (if supported)
  • Video frames / OCR pipelines

Practical playbook

  1. Confirm modality path actually reaches the model (not stripped).
  2. Typography attack first (high reliability).
  3. Combine image instruction + short benign user text.
  4. For indirect: host image/PDF where RAG/fetch will ingest.

Evaluation

OCR the image yourself; if you can't read it, model may not either.

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