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In this interview from Oracle's AI Cyberattacks Are Escalating: How to Secure Your Data Now 2026, Holger Mueller, vice president and principal analyst at Constellation Research, joins theCUBE's Dave Vellante and Krista Case to discuss why enterprises must shift security from the application layer down to the data layer as AI expands attackers' reach. Mueller explains how decades of accumulated technical debt are now a security liability, since siloed data and legacy architectures leave organizations exposed just as AI broadens the attack surface. He contrasts Oracle's approach — securing data at the source rather than migrating it into external data lakes — with prevailing industry practice, arguing this reduces the number of avenues attackers can exploit. Mueller also touches on the trust gap slowing security teams' adoption of AI-based defenses, even as attackers move faster than traditional tools can keep pace. The conversation also explores how growing agent autonomy increases blast radius risk, prompting Mueller to detail Oracle's resilience capabilities, including GoldenGate replication and the Zero Data Loss Recovery Appliance, which support near-zero data loss recovery. He unpacks findings from his firm's "Agentic AI Washing" report, noting that Oracle's database offerings scored 103 out of 110 against Constellation's criteria for genuine agentic readiness, and warns that backend scalability, not orchestration frameworks, will define the next wave of enterprise challenges. Mueller closes with pragmatic advice for CISOs: rapidly evaluate AI models, run red-team exercises and adopt quantum-safe encryption before state actors exploit today's data with tomorrow's decryption power. From tech debt to trust gaps, he provides a roadmap for building cyber resilience without slowing AI adoption. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Intro 00:04 - AI Landscape: Foundations, Global Insights, and Challenges 02:50 - AI, Security, and Emerging Cyber Threats 04:50 - Redefining Roles: Trust and Processes in AI Security 08:40 - Comprehensive Security and Data Strategies in AI 12:21 - Navigating AI: Scalability, Agency, and Deployment Challenges 17:28 - Enhancing Cybersecurity: Strategies and Insights #theCUBE #OracleAICybersecurity #theCUBEresearch #Oracle #ConstellationResearch #CyberSecurity #AI

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