Co-RedTeam - Orchestrated Security Discovery and Exploitation with LLM Agents - arxiv.org/pdf/2602.02164 by @Google We propose Co-RedTeam, a security-aware multi-agent framework for automatic software vulnerability discovery and exploitation, explicitly designed to overcome core limitations of existing LLM-based security systems, namely brittle single-shot reasoning, lack of execution-grounded validation, and the inability to learn from prior attacks. Inspired by how human security experts conduct red teaming, Co -RedTeam tightly integrates four capabilities essential for realistic cybersecurity tasks: security grounding, code-aware analysis, execution-driven reasoning, and experience accumulation. Authors: Pengfei He, Ash Fox, Lesly Miculicich, @stfn42, Daniel Fabian, Burak Gokturk, @tangjiliang, @chl260, @tomaspfister, Long T. Le - @michiganstateu #AISecurity #LLMAgents #RedTeaming #VulnerabilityResearch #AppSec #SecureCoding #AIForSecurity #OffensiveSecurity #AgenticAI #CybersecurityResearch #CodeAuditing #ExploitDevelopment