🤝 Community & Governance

Professors Hide Traps in PDFs to Snag ChatGPT Users — I Built the Detector That Finds Them

White text in a PDF assignment whispers to ChatGPT: praise my cat. Thirty-three students got caught. Here's the tool that spots these stealth attacks before they bite.

CLI output from pdf-injection-scanner flagging hidden white text in a PDF assignment

⚡ Key Takeaways

  • PDF structure analysis trumps ML for detecting hidden prompt injections — it's language-agnostic and catches all real-world traps. 𝕏
  • Professors' white-text tricks caught 39% of a class; now spreading to resumes and papers. 𝕏
  • Open-source pdf-injection-scanner offers devs a CLI weapon in the AI cheating arms race. 𝕏
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Originally reported by Dev.to

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