The SOC Doesn't Need to Start Over with Every Alert

Opinion piece argues AI cheapens retrying failed intrusions and urges SOCs to fix lossy handoffs between intel, hunting, detection, investigation, and remediation.

The article contends AI's near-term impact is lowering the cost and skill needed to retry failed intrusions, citing Google Threat Intelligence findings on state-backed actors using AI for scripting and troubleshooting, malware phoning models mid-execution, and a May 2026 GTIG assessment that an AI model helped criminals build working exploits for an open-source admin tool's 2FA bypass. It also references Anthropic's disruption of an AI-assisted extortion operation and an underground market for illicit AI tools. The piece argues provider guardrails raise misuse costs but are not enterprise security boundaries, and introduces the 'lossy handshake' problem where SOC handoffs drop entity identity, evidence, hypotheses, telemetry sufficiency, and decision ownership.