A comprehensive collection of AI‑driven deception resources including honeypot frameworks, datasets and models, research papers, demos, videos, and curated websites that helps security practitioners and researchers explore, build, and defend against adversarial attacks and AI‑powered cyber deception.
- https://huggingface.co/datasets/hotal/honeypot_logs
- https://huggingface.co/datasets/palisaderesearch/LLM-Honeypot-Logs
- A Unified Evaluation Approach for LLM Honeypots – https://ieeexplore.ieee.org/document/10703029
- LLM Honeypot: Leveraging Large Language Models as Advanced Interactive Honeypot Systems – https://ieeexplore.ieee.org/document/10735607
- LLM in the Shell: Generative Honeypots – https://ieeexplore.ieee.org/document/10628775
- LLM Agent Honeypot: Monitoring AI Hacking Agents in the Wild (2025) – https://arxiv.org/html/2410.13919v2
- LLM Honeypot System with Advanced AI Agents (2025) – https://github.com/ai-in-pm/LLM-HoneyPot/blob/main/LLM%20HoneyPot%20Paper.pdf
- Adaptive AI Honeypot System – An adaptive AI honeypot with behavioral profiling and reinforcement learning.
- Beelzebub – Advanced honeypot framework for detecting and analyzing cyber attacks.
- Deceive – High‑interaction, low‑effort AI honeypot system by Splunk.
- Galah – LLM‑powered web honeypot that mimics applications and dynamically responds to HTTP requests.
- Honeyagents – PoC of AI‑driven honeypots with autonomous agents.
- Honeypot‑AI – Modular log analyzer and OSINT collector with OpenAI integration.
- LLM Honeypot – Interactive honeypot leveraging large language models.
- OpenAIPot – Deceptive OpenAI API gateway honeypot.
- VelLMes AI Deception Framework – Dynamic, realistic LLM honeypots.
- AI Driven Honeypot System for Detecting Network Attacks – Moina Vernon CSAF 2024 – https://www.youtube.com/watch?v=dbnXSBfDPO8
- AI Honeypot – Hackers Took the Bait! – https://www.youtube.com/watch?v=DOYh3HsDUlo
- Fool Hackers with AI! Creating a Realistic Honeypot using Gemini – https://www.youtube.com/watch?v=owAVKKNzZwQ
- Mastering the Art of Deception in Cybersecurity – https://www.youtube.com/watch?v=-Ed2wguSU6c
- Splunk AI Powered Honeypot – https://www.youtube.com/watch?v=RVS7YJt7hSw
- AI HoneyTokens – AI‑powered HoneyTokens generation.
- LLM Agent Honeypot – Monitors, captures, and analyzes autonomous AI hacking agents.
- AI Deception: Risks, Real‑world Examples, and Proactive Solutions – https://ajithp.com/2024/05/12/ai-deception-risks-real-world-examples-and-proactive-solutions/
- Introducing DECEIVE: A Proof‑of‑Concept Honeypot Powered by AI – https://www.splunk.com/en_us/blog/security/deceive-ai-honeypot-concept.html
- The LLM Agent Honeypot Experiment – https://kriskimmerle.substack.com/p/the-llm-agent-honeypot-experiment
- The Role of AI in Cyber Deception – https://medium.com/@akitrablog/the-role-of-ai-in-cyber-deception-creating-honeynets-and-luring-hackers-into-deceptive-8b115eb0cb20