AI Threat Detection Is Broken
with Josh Burkhead • June 24, 2026
Episode overview
Everyone is selling AI security — so when the threats are AI-generated and never look the same twice, can the tools built to match known attacks even see them?
In this episode of The Pluralsight Podcast, Zack Korman — co-founder of AI-native security startup Embroidery and former CTO — argues that the answer is no, and that most of what's being sold to close that gap doesn't work the way the marketing claims. Zack spends much of his time proving, hands-on, what AI agents can be tricked into doing, which makes him unusually clear-eyed about what actually protects an organization and what just looks like it does. From a law degree to leading security tech and product teams, he's built a following on a simple habit: cutting through the hype to find what's real.
We dig into why defending against AI-driven attacks requires AI-native detection. We also take a hard look at what leaders are getting wrong right now: assuming they have visibility into their AI agents when the audit logs barely exist, handing agents their own operator credentials instead of least privilege, and trusting vendor claims that fall apart the moment you follow the incentives behind them.
Topics covered:
- Why AI-driven threats outpace signature-based detection — and what AI-native detection actually requires
The Microsoft Copilot audit-log gap and why most organizations have far less visibility than they think
How to tell genuine AI security from "AI-washed" tools and vendor hype
How to weigh risk when deploying AI agents — and what responsible deployment looks like
How to build and lead a security team ready for the AI era
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Chapters
01:14 Welcome & Why a Skeptic Founded an AI Security Company
04:25 "Also Me Being Mad": The Obligation We Have Now
07:00 What AI-Native Threat Detection Actually Means
11:10 An AI-Native Threat in Practice: Hide the Vulnerability
13:42 "Our Product Uses AI": Marketing Claim vs. Reality
16:21 The Microsoft Copilot Audit-Log Discovery
20:10 Visibility, Confidence, and Evaluating Agentic AI
24:43 The Limits of Sandboxing
26:50 Pulling Back the Curtain on the Vendor Space & MCP
31:12 Running Agents in Production & What a Ready Team Looks Like
34:29 Where Veteran Security Leaders Fit in an AI-First World
36:49 Skills, Hiring, and Where to Start
43:01 Rapid Fire
45:15 What Zack Is Building Toward & Closing Takeaway