SLMs at the Edge: Opportunities & Challenges

Pawel Bulowski

Pawel Bulowski

Pawel Bulowski AI Consulting

Abstract

This session will offer insights into practical examples of deploying SLMs on edge devices from mobile phones to cars. We will take a look at frameworks, models and real applications in compute-constrained environments.

Bio

Pawel Bulowski is the Director of Generative AI, he leads transformative AI initiatives across the automotive and tech sectors. With deep expertise in AI, data strategy, FinOps, and MLOps, he has successfully managed high-impact projects on platforms like AWS and Azure and Edge. His background spans industries including insurance and banking, equipping him with a strong understanding of secure, scalable design in regulated environments.

A certified FinOps practitioner, Pawel focuses on delivering efficient AI solutions while optimizing cloud spending and maximizing ROI. He is particularly passionate about bridging the gap between technology and business strategy, translating complex concepts into actionable insights, and driving enterprise modernization through AI.

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