An autonomous agent framework executed thousands of actions to breach Hugging Face production systems. Defenders struggled when commercial AI guardrails mistakenly flagged exploit data as safety violations. This incident highlights a critical gap in current security tooling. Practitioners must now account for agentic threats that outpace traditional detection and response cycles.