
Huzaifa Sidhpurwala
Senior principal product security engineer at Red Hat, specializing in AI product security and emerging security frameworks for AI systems.
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Feb 19, 2026 • 29min
Understanding AI Security Frameworks
Huzaifa Sidhpurwala, a Red Hat senior principal product security engineer focused on AI product security, discusses emerging frameworks for securing AI systems. He covers why security lags behind innovation. Topics include open source’s role in trust, model signing and machine-readable model cards, testing with safety benchmarks, agentic risks, and how human complacency remains a major vulnerability.


