Security & AI

Deepsec is a security harness for finding vulnerabilities in your codebase powered by coding agents
https://github.com/vercel-labs/deepsec/

Can Language Models Solve Long-Horizon Software Security Tasks?
https://arxiv.org/pdf/2605.26548

Fully autonomous AI Agents system capable of performing complex penetration testing tasks
https://github.com/vxcontrol/pentagi

Agents of Chaos
https://agentsofchaos.baulab.info/

Report: CLTR finds a 5x increase in scheming-related AI incidents
https://www.longtermresilience.org/reports/v5-scheming-in-the-wild_-detecting-real-world-ai-scheming-incidents-through-open-source-intelligence-pdf/

The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
https://cka-agent.github.io/

Scan MCP servers for potential threats & security findings
https://github.com/cisco-ai-defense/mcp-scanner

RedAmon - An AI-powered agentic red team framework
https://github.com/samugit83/redamon

Llama-3.1-FoundationAI-SecurityLLM-8B-Reasoning
https://huggingface.co/fdtn-ai/Foundation-Sec-8B-Reasoning

VulnLLM-R: Specialized Reasoning LLM for Vulnerability Detection
https://github.com/ucsb-mlsec/VulnLLM-R

CyberSecEval 4
https://meta-llama.github.io/PurpleLlama/CyberSecEval/

Democratizing ML for Enterprise Security: A Self-Sustained Attack Detection Framework
https://arxiv.org/abs/2512.08802

Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing
https://arxiv.org/abs/2512.09882

Cybersecurity AI (CAI), the framework for AI Security
https://github.com/aliasrobotics/cai

Agentic AI and Security
https://martinfowler.com/articles/agentic-ai-security.html

SafeBench
https://www.mlsafety.org/safebench/winners