Sandboxing and network policies now isolate Codex execution to prevent unauthorized system access. OpenAI uses agent-native telemetry and strict approval workflows to monitor code generation in real time. This infrastructure reduces the risk of prompt injection and malicious execution. Developers can now deploy coding agents with verified compliance and tighter security controls.