Running AI-Generated Code Safely

Runtime tool calls replace code review, shifting where security actually happens.

Testing sandbox APIs requires adversarial strategies, not standard API methods.

How AI agents break traditional secrets management and what to fix before production.

RASP catches runtime execution threats that WAF can't see, but neither alone secures AI endpoints.

Catch infrastructure misconfigurations before sandbox code runs live.

Checkov catches AI-generated infrastructure misconfigurations before deployment.

AI-generated code fails security checks faster than DAST can scan deployments.

Egress rules stop compromised agents from exfiltrating data at the network boundary.

How AI agents turn text injections into code execution through legitimate tools.

Malicious tool descriptions can hijack agents while security reviews happen only once.

Implicit trust chains in the protocol create exploitable gaps between specification and deployment.

Secure MCP servers across transport, protocol, and data layers, not authentication alone.