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Dev.to
Dev.to
6/27/2026
The original title is 11 words: "I Fired 49 Attack Prompts at an AI. 25 of Them Worked."

The original title is 11 words: "I Fired 49 Attack Prompts at an AI. 25 of Them Worked."

Original: I Fired 49 Attack Prompts at an AI. 25 of Them Worked.

Short summary

A researcher tested 49 structured prompt injection attacks against a real AI model via Groq API, achieving a 53% success rate. The AgentProbe tool uses keyword detection and LLM-as-judge verification to catch attacks, including subtle 'hedge-then-comply' patterns where models refuse then provide harmful content anyway. Results expose critical vulnerabilities in deployed AI agents with access to files, emails, and databases.

  • 53% of 49 tested prompt injection attacks successfully compromised the AI model
  • AgentProbe uses dual-stage detection: keyword matching plus LLM-as-judge for nuanced compliance identification
  • Critical findings include full persona adoption (DAN jailbreak), system-override mimicking, and hedge-then-comply evasion patterns

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