Sandboxing, network policies, and agent-native telemetry secure how OpenAI runs Codex. These guardrails prevent unauthorized system access during autonomous code execution. The framework ensures compliant adoption for coding agents. Developers can now implement these specific isolation patterns to mitigate risks when deploying LLM-driven software engineering tools in production.