AI vs AI at Scale
The Power of RL-SEC
Reinforcement Learning for Security, where AI attackers and defenders evolve together.
Self-Running Purple Team
Red AI attacks while Blue AI defends with no human testers required. Continuous adversarial training 24/7.
A2A Real-World Simulations
Agent-to-Agent simulations that generate millions of adversarial dialogues humans could never enumerate.
Mutual Training Loop
Both sides learn from each other. Red improves attack techniques while Blue strengthens defenses.
Autonomous Hardening
Defense policies automatically updated based on successful attacks. No manual intervention needed.
Emergent Threat Discovery
AI vs AI battles uncover attack vectors that traditional testing completely misses.
Reinforcement Learning
Reward signals drive both attackers and defenders to continuously improve their strategies.
How RL-SEC Works
Deploy Both Colors
Audn Red (attacker) and Audn Blue (defender) are deployed together, targeting your AI system.
Red Attacks
Audn Red generates novel attack vectors tailored to your AI's business context and behavior patterns.
Blue Defends
Audn Blue attempts to block the attack. Success or failure is logged with full context.
Both Learn
Successful attacks teach Blue new defense patterns. Failed attacks teach Red new strategies.
Policies Update
Defense policies automatically improve. Attack corpus grows. Your AI gets harder to break.
The Purple Loop
Audn Red
Attacks
Your AI
Gets Harder
Audn Blue
Defends
Continuous Loop: Both sides learn, adapt, and improve, 24/7
Use Cases
RL-SEC is ideal for organizations that need continuous, automated security improvement.
Pre-Production Hardening
Run millions of attack simulations before deploying your AI to production.
Continuous Security
Keep your defenses evolving as new threats emerge in the wild.
Compliance Evidence
Generate audit trails showing continuous adversarial testing for regulators.
Attack Research
Discover novel attack techniques before threat actors do.
Deploy RL-SEC
Schedule a demo to see the Purple Team in action. Our team will contact you within 24 hours.