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Sapna Paul
Senior manager running vulnerability management programs at Dayforce with a background in cybersecurity and DevSecOps, focused on AI vulnerability management, model risk, and practical security controls.
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Jan 13, 2026
• 41min
AI Vulnerability Management: Why You Can't Patch a Neural Network
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Join Sapna Paul, a Senior Manager at Dayforce with a robust background in cybersecurity and DevSecOps, as she unpacks the complexities of AI vulnerability management. Discover why traditional patching doesn’t apply to neural networks and delve into the three critical layers of AI vulnerabilities. Sapna highlights the importance of aligning AI risks with business goals and shares practical ways to use AI to combat alert fatigue. She also emphasizes mentoring and the essential skills needed for security professionals in an evolving AI landscape.
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