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In-person
19-22 March
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Friday, March 22 • 11:00 - 11:35
Kubernetes MLSec: Securing AI in Space - Francesco Beltramini & James Callaghan, ControlPlane

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In the gold rush to unearth the next groundbreaking AI technology, operational and data security have become the first victims. We feed ever greater volumes of PII and proprietary secrets into models running on "other people's computers" and receive fewer guarantees than ever before about the safety and sanctity of our data. High-profile breaches with cross-customer data leaks and training on user inputs lead us to ask: do we trust that mode input data is unpolluted and verified? Are we sure inputs remain ours and aren't used to train other systems? Will your financial history be used to define insurance rates? Cloud native is here to help! In this talk we: - Threat model Kubernetes-powered MLOps - Break into and poison a Kubernetes model-training environment - Demonstrate the dangers inherent in feeding data into any LLM and train ML models - Suggest cloud native architectural and procedural remediation
Speakers
avatar for James Callaghan

James Callaghan

Principal Consultant, ControlPlane
Dr. James Callaghan is a Principal Consultant at ControlPlane. He started off working as a Theoretical Physicist, but long nights of coding sparked an interest in how easy it can be for vulnerabilities to creep in, and thus a career in cyber security was born. James then spent a number... Read More →
avatar for Francesco Beltramini

Francesco Beltramini

Head of Technical Solutions, ControlPlane
Francesco is a Security Professional with 10+ years of working experience and deep technical competence matured on a number of high-end projects for both public and private sector organizations. Francesco had the opportunity of working on a variety of technology stacks in designing... Read More →

Friday March 22, 2024 11:00 - 11:35 CET
Pavilion 7 | Level 7.1 | Room C
  Security