Sandboxing and network policies now secure how OpenAI runs Codex. The system integrates agent-native telemetry and strict approval workflows to prevent unauthorized code execution. This framework mitigates risks associated with autonomous coding agents. Practitioners can now deploy these tools with concrete guardrails against common security vulnerabilities in production environments.