Browse catalog

Relevant papers

1. A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges

   2026 · Survey / review

2. CyberChainBench: Can AI Agents Secure Smart Contracts Against Real-World On-Chain Vulnerabilities?

   2026 · Benchmark

3. Red-Teaming the Agentic Red-Team

   2026 · Empirical study / experience · System or technique

4. Build your own vulnerability harness

   2026 · System or technique

5. cloudflare/security-audit-skill

   2026 · System or technique

6. OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing

   2026 · System or technique

7. SoK: AI-Augmented Binary Reversing

   2026 · Survey / review

8. AgentCyberRange: Benchmarking Frontier AI Systems in Realistic Cyber Ranges

   2026 · Benchmark

9. Defend against frontier cyber models: Cloudflare's architecture as customer zero

   2026 · Empirical study / experience

10. CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities

    2026 · Benchmark

11. SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks?

    2026 · Benchmark

12. Quality-Assured Fuzz Harness Generation via the Four Principles Framework

    2026 · System or technique

13. Project Glasswing: what Mythos showed us

    2026 · Empirical study / experience

14. FuzzAgent: Multi-Agent System for End-to-End Evolutionary Library Fuzzing

    2026 · System or technique

15. ExploitBench: A Capability Ladder Benchmark for LLM Cybersecurity Agents

    2026 · Benchmark

16. Cochise: A Reference Harness for Autonomous Penetration Testing

    2026 · System or technique · Dataset

17. CTFusion: A CTF Based Benchmark for Evaluating LLM Agents via MCP

    2026 · Benchmark

18. From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World

    2026 · System or technique · Benchmark · Dataset

19. ExploitGym: Can AI Agents Turn Security Vulnerabilities into Real Attacks?

    2026 · Benchmark

20. CyBiasBench: Benchmarking Bias in LLM Agents for Cyber-Attack Scenarios

    2026 · Benchmark

21. chainreactors/cyber-harness

    2026 · System or technique

22. Enhancing Linux Privilege Escalation Attack Capabilities of Local LLM Agents

    2026 · Empirical study / experience

23. Towards Optimal Agentic Architectures for Offensive Security Tasks

    2026 · Empirical study / experience

24. Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks

    2026 · Empirical study / experience

25. Hackers or Hallucinators? A Comprehensive Analysis of LLM-Based Automated Penetration Testing

    2026 · Survey / review · Empirical study / experience