Your security architecture was built for humans. AI agents don't care. A practitioner's framework for closing the gaps before they become breaches.
Every control in your stack was designed assuming a human is the actor. AI agents are not human. They authenticate, escalate, and execute at machine speed - around the clock.
Built for known entry points. AI agents operate via APIs, LLM endpoints, and encrypted channels your firewall never sees. It won't log a prompt injection. It has no idea it happened.
Your data isn't just a target anymore. Adversaries poison training sets to corrupt AI model behavior - subtly, persistently, invisibly. The breach happened three months ago. You won't know until the model lies to you.
AI agents are authorized to act on behalf of users. Your authorization model was designed for a person clicking a button - not a chain of autonomous agents making cascading decisions without human review.
Traditional IR assumes deterministic systems. AI failures are probabilistic. Blast radius is unpredictable. Containment must account for downstream agents still holding tainted context.
These are not hypothetical scenarios. They are documented cases where AI was the attack vector.
Attacker compromised an internal AI coding assistant with elevated network permissions. Used it as a pivot point to enumerate internal services - bypassing EDR entirely. No exploit needed. The AI was the foothold.
Consulting AI tool surfaced confidential client data across engagements due to poor context isolation. Client separation was logical only - not enforced at the data layer. High-value data crossed tenant boundaries.
CFO received a real-time call from a voice indistinguishable from the CEO - matching tone, cadence, and context. Wire transfer authorized. Voice was cloned from public earnings calls and interviews.
Built for AI-era threats. Not retrofitted from legacy security models that were never designed to see this battlefield.
Navy Cryptographer. vCISO. Practitioner.
I've been building, breaking, and securing mission-critical systems since 1986 - from Cold War cryptography to the internet's first decade to today's AI agent deployments. The threat landscape changes. The fundamentals don't.
I work with organizations from Dublin to LA as a vCISO contractor through Hard2Hack Inc., delivering security programs that are built right first - not reverse-engineered from a compliance checklist.
"Secure first, compliance follows."
If you're deploying AI and haven't done a formal security assessment, you're accepting risk you haven't quantified. Let's fix that.
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