Software teams have always lived with a built-in tension – developers push to ship fast, while security teams pump the brakes to assess risk.

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The traditional tension between development speed and security is intensifying with AI adoption, as AI-generated code shows a 322% increase in privilege-escalation risks. The solution lies in declarative security policies that allow dev and security teams to collaboratively define, test, and enforce authorization rules in real-time. For AI workloads specifically, this approach becomes critical because AI systems are probabilistic and generate unpredictable behaviors that break traditional security assumptions. Key requirements include automated least-privilege access, real-time anomaly detection, and granular permission controls that can quarantine agents when needed.

Bridging the Dev–Security Gap With Smarter Authorization

The Path Forward: Developer-First Security

Bridging Speed and Safety: Core Requirements for Secure Authorization