Cyware CTO: Agentic AI threat response needs deterministic guardrails to avoid outages

TechNadu · x · 2026-11-04

Cyware co-founder and CTO Akshat Kumar Jain explains in a TechNadu interview how security teams can deploy agentic AI for automated threat response without causing accidental system outages.

His core recommendations: pair AI recommendations with deterministic guardrails — asset criticality tiers, blast-radius limits, and reversible actions only — with final accountability resting on security leaders rather than the model. Using Priority Intelligence Requirements (PIRs), choke-point virtual patching, and plain-language evidence chains, enterprises can neutralize zero-day threats, isolate malicious agentic plugin behaviors, and justify high-impact containment actions to non-technical executives.

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