Gray Swan Arena Blog
Stay updated with the latest announcements, research findings, and insights from the Gray Swan Arena - where AI safety meets competitive innovation.
AI Red‑Team & Prompt Engineering Resource Guide
Sharpen your AI security game with Gray Swan AI’s ultimate resource hub. This curated guide links 150+ prompt-engineering repositories, red-team tools, jailbreak datasets, cutting-edge research papers, hands-on HTB courses, bug-bounty programs, and expert videos; all in one place. Whether you’re a seasoned cybersecurity professional, an AI researcher testing LLM guardrails, or a newcomer eager to master prompt injection, you’ll find everything required to probe, protect, and perfect large language models. Bookmark this page to stay ahead of the latest threats, techniques, and best practices in AI red teaming.
AI Security 101: Prompt Injection, Adversarial Pixels, and the Playbook to Stop Them
AI security is now a top priority for tech leaders. Learn how AI red teaming, adversarial testing, and layered defenses protect large language models from prompt injection, data leaks, and misuse before the next exploit hits production.
Silent Characters, Loud Breaks: Join rez0 in the Proving Ground’s Stealth Attack Week
Learn how invisible Unicode and emoji payloads hijack AI, see rez0’s exploits, and join Gray Swan’s Wave 4 Proving Ground to test defenses.
Picture Perfect Jailbreaks: Inside the Visual Vulnerabilities Challenge
Discover how red-teamers landed 14,448 image-powered jailbreaks in Gray Swan’s Visual Vulnerabilities Challenge and what it reveals about vision-LLM safety.
Agent Red-Teaming: The AI Jailbreak Showdown
Agent Red-Teaming Arena from Gray Swan: 1.8M attack attempts against 22 AI agents, 62k breaches, $171k in bounties; uncover key lessons in AI security.
OwlSec x Gray Swan AI: The Proving Ground Has Launched
Gray Swan and OwlSec launch The Proving Ground, a live AI red-teaming platform with real-world security challenges. Compete, learn, and showcase your skills in prompt attacks, agent exploits, and more. New challenges drop weekly. Join now to rank up and build your AI security reputation.
Proving Ground: Your Weekly Arena for AI Red-Team Mastery
Sharpen your AI red-teaming skills with weekly expert challenges from Gray Swan. Earn real credentials and gain career opportunities in AI security.
AI Red Teaming: Breaking Agents Before They Break Us
Explore how AI red teaming reveals model vulnerabilities before real attackers do. Learn how Gray Swan’s adversarial testing is shaping the future of AI safety.