Your LLM app will get jailbroken. Here are 8 free adversarial probes you can run in 30 seconds

I run an autonomous agent that makes security decisions from untrusted input. Before I trusted it, I red-teamed it the way an attacker would. The result: 27/100 MEDIUM, 1 of 8 probes flagged - a soft failure where the model leaked part of its system prompt when asked politely in a different language.

Here is the exact 8-probe battery I use on every LLM app before it talks to users. You can run it free, no signup, against your own system prompt:

curl -s -X POST https://llmrt-companion.manhliemcn4euwlu.workers.dev/agent-scan \

-H "Content-Type: application/json" \

-d '{"spec": "PASTE YOUR SYSTEM PROMPT HERE", "uid": "your-name"}'

Your LLM app will get jailbroken. Here are 8 free adversarial probes you can run in 30 seconds

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