# 🛡️ Security

| Research | Links |
|----------|-----------|
| 🧠🛡️ ExploitGym: Can AI Agents Turn Security Vulnerabilities into Real Attacks? 🛡️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7463492980604108801-BNa7?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/abs/2605.11086) |
| 🧠🛡️ Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks 🛡️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7461978046401740800-dFEg?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/abs/2603.30016) |
| 🧠🛡️ DecodingTrust-Agent Platform (DTap): A Controllable and Interactive Red-Teaming Platform for AI Agents 🛡️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7459303251721678848-0qgS?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/abs/2605.04808) |
| Dynamic Cyber Ranges | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forairesearchers-foraiscientists-foraiarchitects-activity-7456722996037267456-Taaj) · [Paper](https://arxiv.org/pdf/2604.24184) |
| 🧠🪤 AI Agent Traps 🪤🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7445225615118454784-yLw-) · [Paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6372438) |
| SKILL-INJECT: Measuring Agent Vulnerability to Skill File Attacks | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7433229933910515713-V5d8) · [Paper](https://arxiv.org/pdf/2602.20156) |
| CoTDeceptor:Adversarial Code Obfuscation Against CoT-Enhanced LLM Code Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7412215742193995777-VfWg) · [Paper](https://arxiv.org/abs/2512.21250) |
| 🛡🤖 Securing Agentic AI Systems - A Multilayer Security Framework 🤖🛡 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7410362328707321856-uhjW) · [Paper](https://arxiv.org/abs/2512.18043) |
| Automated Penetration Testing with LLM Agents and Classical Planning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7408604097173655552-gZZk) · [Paper](https://arxiv.org/pdf/2512.11143) |
| PentestEval: Benchmarking LLM-based Penetration Testing with Modular and Stage-Level Design | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7407728793278275584-iSnz) · [Paper](https://arxiv.org/pdf/2512.14233) |
| MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7404277387741540354-_xDU) · [Paper](https://arxiv.org/pdf/2510.02694) |
| Cybersecurity AI: The World's Top AI Agent for Security Capture-the-Flag (CTF) | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiarchitects-foraiscientists-forairesearchers-activity-7402067418983936000-oEvQ) · [Paper](https://arxiv.org/pdf/2512.02654) |
| 🛡️🧠 How Vulnerable Are AI Agents to Indirect Prompt Injections? Insights from a Large-Scale Public Competition 🧠🛡️ | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7441543607368589312-hBRR) · [Paper](https://arxiv.org/pdf/2603.15714) |
| 🛡🔒 AGENTIC AI SECURITY: THREATS, DEFENSES, EVALUATION, AND OPEN CHALLENGES 🔒🛡 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7394086989290979328-uWPM) · [Paper](https://arxiv.org/abs/2510.23883) |
| 🛡💻 RedCodeAgent: Automatic Red-teaming Agent against Diverse Code Agents 💻🛡 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7392589038697873408-piry) · [Paper](https://arxiv.org/pdf/2510.02609) |
| GRIDAI: Generating and Repairing Intrusion Detection Rules via Collaboration among Multiple LLM-based Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7388282463510425602-kza3) · [Paper](https://arxiv.org/pdf/2510.13257) |
| 🔓🕸 HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities 🕸🔓 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7385299240123777024-2PkQ) · [Paper](https://arxiv.org/abs/2510.12200) |
| 🛡️🔎 LLM-driven Provenance Forensics for Threat Investigation and Detection 🔎🛡️ | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7384306059810619393-3H7k) · [Paper](https://arxiv.org/pdf/2508.21323) |
| 🛡️🔍 A Survey on Agentic Security: Applications, Threats and Defenses 🔍🛡️ | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7383187212823097344-WWo2) · [Paper](https://arxiv.org/pdf/2510.06445) |
| 🤖🥷🛡️ Cybersecurity AI - Hacking the AI Hackers via Prompt Injection 🛡️🥷🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7369399382938484739-MpQF) · [Paper](https://arxiv.org/pdf/2508.21669) |
| 🤖🛡️🌐 NetMoniAI: Agentic AI for Real-Time Network Security & Monitoring 🌐🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7369065475055452161-OMCK) · [Paper](https://arxiv.org/pdf/2508.10052) |
| 🤖🛡️ ExCyTIn-Bench: Evaluating LLM Agents on Cyber Threat Investigation 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7355299609734184961-a89J) · [Paper](https://arxiv.org/abs/2507.14201) |
| 🤖🛡️🔧 Cyber-Zero: Training Cybersecurity Agents Without Runtime 🔧🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabrsecurityabrresearchers-activity-7359656267293913090-6s8I) · [Paper](https://arxiv.org/pdf/2508.00910) |
| 🤖🛡️🧪 ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants 🧪🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabrsecurityabrresearchers-activity-7359644442233860096-MjZH) · [Paper](https://arxiv.org/pdf/2508.03936) |
| 🤖 Agent Safety Alignment via Reinforcement Learning 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7352261143169519616-eRtw) · [Paper](https://arxiv.org/pdf/2507.08270) |
| 🤖🔒 ARPaCCino: An Agentic-RAG for Policy as Code Compliance 🔒🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7352244057437298708-JHWi) · [Paper](https://arxiv.org/pdf/2507.10584) |
| 🤖🛡️ SEC-bench: Automated Benchmarking of LLM Agents on Real-World Software Security Tasks 🔧🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7344405062049226752-MFih) · [Paper](https://arxiv.org/abs/2506.11791) |
| 🤖🛡️ DRIFT: Dynamic Rule-Based Defense with Injection Isolation for Securing LLM Agents 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7344398966941220864-w7dw) · [Paper](https://arxiv.org/abs/2506.12104) |
| 🤖🛡️ RAS-Eval: A Comprehensive Benchmark for Security Evaluation of LLM Agents in Real-World Environments 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7344309659442282496-lfXB) · [Paper](https://arxiv.org/abs/2506.15253) |
| 🤖🛠️ Specification and Evaluation of Multi-Agent LLM Systems – Prototype and Cybersecurity Applications 🛠️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7339208952275963906-6jJj) · [Paper](https://arxiv.org/abs/2506.10467) |
| 🤖🛡️ Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defences in LLM-based Agents 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7337768622951432193-xNGC) · [Paper](https://arxiv.org/abs/2410.02644) |
| 🤖🔍 CyberGym: Evaluating AI Agents' Cybersecurity Capabilities with Real-World Vulnerabilities at Scale 🔍🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7337067353534357504-OJcJ) · [Paper](https://arxiv.org/pdf/2506.02548) |
| 🤖🔒 Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS 🔍🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7336761341468155905-KnuW) · [Paper](https://arxiv.org/abs/2506.01245) |
| 🤖🔒 TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems 🔒🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7336382913279680514-KEdW) · [Paper](https://arxiv.org/abs/2506.04133) |
| 🤖🔐 CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution 🔐🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334069802866565120-ddK_) · [Paper](https://arxiv.org/pdf/2505.17107) |
| 🤖💰 BOUNTYBENCH: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems 💰🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334115105221013505-lPF4) · [Paper](https://arxiv.org/pdf/2505.15216) |
| 🤖🛡️ D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner & Heterogeneous Executors for Offensive Security 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334517393165115392-C4E9) · [Paper](https://arxiv.org/pdf/2502.10931) |
| 🤖🔍 Automating Security Audit Using Large Language Model-Based Agents 🔍🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334454844688162816-B0-U) · [Paper](https://arxiv.org/pdf/2505.10732) |
| 🤖⚔️ Dynamic Risk Assesments for Offensive Cybersecurity Agents ⚔️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7333873508826935298-IoLa) · [Paper](https://arxiv.org/pdf/2505.18384) |
| 🤖🛡️ Security of Internet of Agents: Attacks and Countermeasures 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7329902342118502401-0sJL/) · [Paper](https://arxiv.org/pdf/2505.08807) |
| 🤖🛡️ Automating Function-Level TARA for Automotive Full-Lifecycle Security 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7329461299447328768-X-f8/) · [Paper](https://arxiv.org/pdf/2504.18083) |
| 🤖🛠️ PatchPilot: A Stable and Cost-Efficient Agentic Patching Framework 🛠️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7329383229067542531-E8z8/) · [Paper](https://arxiv.org/pdf/2502.02747) |
| 🤖🛡️ DoomArena: A Framework for Testing AI Agents Against Evolving Security Threats | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7320879140448956417-0waZ) · [Paper](https://arxiv.org/pdf/2504.14064) |
| 🤖⚠️ Achilles Heel of Distributed Multi-Agent Systems | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316730141072617472-kMAC) · [Paper](https://arxiv.org/pdf/2504.07461) |
| 🤖🛠️ Agent That Debugs: Dynamic State-Guided Vulnerability Repair | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316579142802530304-Yiuj) · [Paper](https://arxiv.org/pdf/2504.07634) |
| 🤖🔒🛜 RESTRAIN: Reinforcement Learning-Based Secure Framework for Trigger-Action IoT Environment | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7312141079275868160-MwxW) · [Paper](https://arxiv.org/pdf/2503.09513) |
| 🤖🗣️ SANDMAN: Inducing Personality in LLM-Based Honeypot Agents for Human-Like Agenda Generation | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7311853205989081088-8Rlm) · [Paper](https://arxiv.org/pdf/2503.19752) |
| 🛡️🤖 SafeMate: A Model Context Protocol-Based Multimodal Agent for Emergency Preparedness 🛡️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7325606858587561986-jnlG) · [Paper](https://arxiv.org/pdf/2505.02306) |
| 🤖🥷 Hiding in the AI Traffic: Abusing MCP for LLM-Powered Agentic Red Teaming 🥷🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7402851104113197056-KPRQ) · [Paper](https://arxiv.org/pdf/2511.15998) |
