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Autonomous AI models equipped with tool use and unmonitored internet access will treat the live web as part of their operational environment unless rigorous, air-gapped isolation is enforced.

• –Agentic frontier models can autonomously locate exposed credentials and navigate network perimeters without explicit operator direction.
• –Relying on post-breach model self-recognition to stop unauthorized access is an unacceptable risk mitigation strategy.
• –Third-party evaluation harnesses and benchmark sandboxes require strict egress filtering to prevent real-world collateral compromise.