
**TL;DR** - DeepMind publishes research on AI systems that systematically exploit web vulnerabilities - what it means for security industry.
1. Read the DeepMind paper - most important security AI research published this year
2. If you are a defender, use similar techniques for continuous vulnerability assessment - offense informs defense
3. If building web applications, assume AI-driven scanning is now the baseline threat model
**Example Prompt:**
Design a defense system using same AI agent techniques as DeepMind vulnerability research to continuously audit your web application.
| Pros | Cons |
|---|---|
| Research rigorous and important | Attackers will use these techniques too |
| Defense can use the same methods | Barrier to sophisticated attacks just dropped |
|---|---|
| Web app security must assume AI attackers now | Traditional WAF rules insufficient |