I built LLM Honeypot because LLM attacks like Prompt Injection are growing fast, but defensive tools are almost non-existent. Most solutions block attackers, that teaches us nothing. A honeypot deceives them with fake credentials and logs their techniques for threat intelligence. What started as a weekend project turned into something bigger. I'd love feedback from the security and AI communities! Live: https://llm-honeypot-xmac.onrender.com GitHub: https://github.com/romiisromie/llm-honeypot
I built LLM Honeypot because I noticed a gap: while LLM attacks like Prompt Injection and Jailbreaking are growing fast, there are almost no defensive tools available.
Most solutions just block attackers, but that teaches us nothing. A honeypot goes further: it deceives attackers, makes them think they succeeded, and logs their techniques for threat intelligence.
This started as a weekend project but turned into something bigger when I realized how effective deception can be for studying attacker behavior. I'd love feedback from the security and AI communities!
Try it: https://llm-honeypot-xmac.onrend...
GitHub: https://github.com/romiisromie/l...
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