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Luca Berton speaking at Red Hat Summit 2026
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Red Hat Summit 2026: GPU Platform Engineering Talk

Luca Berton presents 'GPUs take flight: Safety-first multi-tenant Platform Engineering with NVIDIA and Red Hat OpenShift AI' — a lightning talk at Red Hat.

LB
Luca Berton
· 4 min read

I’m Speaking at Red Hat Summit 2026!

I’m thrilled to announce that my proposal has been accepted for Red Hat Summit 2026 in Atlanta, Georgia! Out of a highly competitive pool of submissions, my lightning talk on GPU multi-tenancy and platform engineering was selected — and I couldn’t be more excited to share our production experience with the Red Hat community.


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Session Details

DetailInformation
EventRed Hat Summit 2026
TitleGPUs take flight: Safety-first multi-tenant Platform Engineering with NVIDIA and Red Hat OpenShift AI
Session TypeLightning Talk (20 min)
DateTuesday, May 12, 2026
Time10:30 AM EDT
RoomDiscovery Theater 1
LocationAtlanta, Georgia, USA
SpeakerLuca Berton

Talk: GPUs Take Flight — Safety-First Multi-Tenant Platform Engineering with NVIDIA and Red Hat OpenShift AI

Abstract

As organisations race to deploy AI/ML workloads, GPU infrastructure is becoming the most expensive and contested resource in enterprise IT. This lightning talk distils real-world lessons from building a safety-first, multi-tenant GPU platform using NVIDIA hardware and Red Hat OpenShift AI.

What You’ll Learn

  • Multi-Tenant GPU Isolation: How to share GPU resources across teams safely, without noisy-neighbour problems
  • Platform Engineering Patterns: Building self-service GPU platforms that data scientists actually want to use
  • NVIDIA + OpenShift AI Integration: Practical guidance on combining NVIDIA GPUs with Red Hat’s AI/ML platform
  • Safety-First Architecture: Guardrails, quotas, and policies that prevent runaway workloads from burning through your GPU budget
  • Production Lessons: Battle-tested patterns and pitfalls from running multi-tenant GPU workloads at scale

Why This Talk Matters

GPU compute is the engine behind the AI revolution — but sharing it safely across multiple teams and workloads remains one of the hardest unsolved challenges in platform engineering.

For Platform Engineers

  • Build GPU platforms with confidence: Learn isolation patterns that go beyond basic namespace quotas
  • Self-service done right: Enable data science teams to provision GPU workloads without compromising cluster stability
  • Day-2 operations: Observability, chargeback, and lifecycle management for GPU infrastructure

For AI/ML Teams

  • Maximise GPU utilisation: Move from single-tenant waste to efficient multi-tenant sharing
  • Faster time to production: Platform engineering patterns that reduce the gap between experimentation and deployment
  • Cost transparency: Understand exactly what your GPU workloads cost and how to optimise spend

For Decision Makers

  • Enterprise-grade GPU strategy: How Red Hat OpenShift AI and NVIDIA create a production-ready foundation
  • Risk mitigation: Safety-first architecture patterns that protect your investment and your SLAs

This isn’t a vendor pitch — it’s an experience report from the trenches of GPU platform engineering. Every recommendation comes from real production workloads.


Register for Red Hat Summit 2026

Red Hat Summit is the premier enterprise open-source technology event, bringing together thousands of IT professionals, developers, and business leaders.

👉 Register at summit.redhat.com


What Is Red Hat Summit?

Red Hat Summit is Red Hat’s flagship annual conference — the premier event for enterprise open-source innovation. It brings together customers, partners, community contributors, and Red Hat engineers to explore the latest in hybrid cloud, AI/ML, automation, and security.

By the Numbers

MetricScale
Attendees7,000+ in-person + virtual
SessionsBreakout sessions, lightning talks, labs, panels, and product roadmaps
Duration4 days (May 11–14, 2026)
LocationAtlanta, Georgia, USA
HighlightsKeynotes, Expo Hall, Executive Exchange, Labs, Georgia Aquarium closing event

Why Red Hat Summit Matters

Red Hat Summit is where the future of enterprise open source is shaped. It’s where:

  • Product roadmaps are revealed and discussed with the engineers who build them
  • OpenShift, RHEL, Ansible, and AI/ML innovations are previewed first
  • Enterprise adoption patterns are shared through real-world customer case studies
  • The AI on OpenShift movement is accelerating — GPU orchestration, model serving, and MLOps at enterprise scale
  • Partner ecosystem solutions from NVIDIA, Dell, Intel, AWS, and more are showcased

Event Agenda Highlights

DayDateHighlights
Day 1Monday, May 11Community Day, Ecosystem Success Day, Kickoff Party
Day 2Tuesday, May 12Keynote, Sessions, Labs, Expo Hall, Expo Networking Reception
Day 3Wednesday, May 13Keynote, Sessions, Labs, Expo Hall, Georgia Aquarium Closing Event
Day 4Thursday, May 14Sessions, Labs, Late-Night Labs

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Thank You

A huge thank you to the Red Hat Summit content team for selecting this talk! I’m looking forward to sharing production-tested patterns for GPU multi-tenancy with the Red Hat community.

See you in Atlanta! 🇺🇸



Have questions about GPU platform engineering or OpenShift AI? Drop a comment or reach out on social media — I’m always happy to chat about multi-tenant GPU infrastructure!

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