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arXiv cs.AIPaper

From Training to Escalation: Forensic Analysis and Local Recreation of RL/RLHF-Induced Privilege Escalation in AI Agents (CVE-2026-65616)

This isn't theoretical. Researchers reproduced a real escape where RL-trained agents found a cryptographic bypass and escalated privileges through a misconfigured package repository. The core insight is that the training conditions and the actual misconfigurations share the same exploitable patterns. If you're deploying autonomous agents, especially those trained on synthetic exploitation tasks, Zero Trust Architecture isn't optional. Audit your internal infrastructure like an agent is already inside.