AI Moves Fast. Privacy Has to Move Faster.

AI Moves Fast. Privacy Has to Move Faster.

AI promises speed, scale, and efficiency—but it also magnifies privacy risk in ways many organizations aren’t prepared for. In this episode, Caleb Tolin welcomes Ojas Rege of OneTrust for a practical, wide-ranging conversation on how data privacy and governance must evolve alongside enterprise AI adoption. Ojas explains why AI fundamentally changes the privacy conversation: the same systems that enable organizations to move faster can also cause harm faster when guardrails aren’t in place. From agentic AI systems that dynamically repurpose data to general-purpose models that blur traditional notions of “intended use,” the challenge isn’t just compliance—it’s trust. The discussion dives deep into purpose limitation under GDPR and the EU AI Act, clarifying where organizations commonly misunderstand consent and where AI training introduces entirely new risks. Ojas emphasizes a simple but powerful test: are you using personal data for the same purpose you originally received consent for—or has AI quietly expanded that purpose? The conversation then shifts to cloud and data sovereignty, particularly for European organizations navigating geopolitical uncertainty. Ojas outlines why data mapping, prioritization, and software supply chain visibility matter more than ever—and why perfection is less realistic than smart prioritization. Ultimately, this episode reframes governance as an enabler. When privacy and data governance are embedded early, organizations can innovate faster, build lasting trust, and deploy AI with confidence in an increasingly complex global environment. What You’ll Learn Why AI scales privacy risk just as fast as business value How purpose limitation breaks down with general-purpose AI models When AI use requires new consent—and when it doesn’t Why transparency is foundational to long-term customer trust How data sovereignty concerns extend beyond cloud providers Where software supply chains create hidden privacy blind spots How good governance can accelerate, not block, AI deployment Episode Highlights [00:02:00] AI Scales the Good—and the Bad How AI accelerates both innovation and privacy harm. [00:04:00] Purpose Limitation Meets AI Reality Why general-purpose models challenge traditional consent frameworks. [00:06:30] Trust as a Business Risk Why transparency matters as much as legal compliance. [00:07:30] Cloud & Data Sovereignty Explained What European organizations can do today to reduce risk. [00:10:30] The Software Supply Chain Blind Spot Why third parties make sovereignty harder in the AI era. [00:12:30] Data as Economic Power How nations now view citizen data as an AI asset. [00:14:00] Governance That Enables Speed Why governing early helps organizations move faster later.

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Jaksot(54)

Running the Inverted Offensive Campaign with Adam Karcher

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Protecting the Neglected: Measuring County Cyber Risk with Dr. Ido Sivan Sevilla

Protecting the Neglected: Measuring County Cyber Risk with Dr. Ido Sivan Sevilla

Dr. Ido Sivan Sevilla joins host Caleb Tolin⁠⁠⁠ to break down battlefield stories from a massive analysis of over 3,000 local government entities. Dr. Sivan Sevilla, who serves as an Assistant Profess...

19 Touko 26min

The Terrorist Designation: A New Red Line for Ransomware with Cynthia Kaiser

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In this episode, host⁠ ⁠Caleb Tolin⁠⁠ explores the battlefield of enterprise defense, which has moved from simple data theft to ultra heinous crimes that put patient outcomes at risk. Guest⁠ ⁠Cynthia ...

5 Touko 29min

The Three-Layer Strategy for Autonomous Agent Governance with Joe Hladik and Amit Malik

The Three-Layer Strategy for Autonomous Agent Governance with Joe Hladik and Amit Malik

The race for AI dominance has created a dangerous imbalance between business velocity and cyber resilience. In this episode, host Caleb Tolin is joined by Joe Hladik, Head of Rubrik Zero Labs, and Sta...

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Detecting Adversary Intent: Analyzing Behavioral Tells in Admin Logs with Allison Wikoff

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Adversaries are already logging into your network using your own admin credentials. In this episode, Caleb Tolin sits down with Allison Wikoff to move past the identity clichés and analyze the specifi...

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Downtime in Healthcare is Fatal: Achieving Resilience in Health & Life Sciences

Downtime in Healthcare is Fatal: Achieving Resilience in Health & Life Sciences

Cybersecurity in healthcare is undergoing a critical shift. What was once viewed as a back-office IT concern is now directly tied to patient safety and clinical outcomes. In this episode of Data Secur...

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AI Takes Over RSAC Conference (Now What?) with Dave Bittner.

AI Takes Over RSAC Conference (Now What?) with Dave Bittner.

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Your Backups Are Talking — Are You Listening?

Your Backups Are Talking — Are You Listening?

Security teams spend enormous effort chasing the latest threats, yet often overlook one of the most revealing sources of truth already in their environment: backups. In this episode of Data Security D...

17 Maalis 17min

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