Most enterprise AI projects succeed as pilots. They fail on the way to production. In this episode, Rhys Oxenham, VP and General Manager of AI at SUSE, joins me to break down what SUSE announced at SUSECon 2026: SUSE AI Factory with NVIDIA.

We go deep on what it actually is, what problem it solves, and what happens when AI starts managing the infrastructure itself. We cover the assembly line concept, validated blueprints, why this isn't just for large enterprises, unified support across the full stack, digital sovereignty as resilience, and the very real governance challenge when agents start acting autonomously in your cluster, what I've been calling "YOLO ops." Release is July 2026. This is worth understanding before then.

🕐 CHAPTERS

00:00 — Intro

01:15 — Who is Rhys Oxenham and what happened at SUSECon 2026

03:19 — What is SUSE AI Factory with NVIDIA?

07:16 — The assembly line: what moves through it and where it starts and ends

10:24 — Blueprints explained: RAG, digital assistants, research agents

12:03 — ClickOps vs GitOps: who is each mode for?

15:10 — Scale: from single node to thousands of GPUs

17:29 — DGX Spark compatibility (teaser)

19:34 — Open source + enterprise support: one throat to choke

21:34 — Day-two operations: what does running it actually look like?

25:54 — Digital sovereignty: open source + NVIDIA — where does the openness live?

30:14 — MCP servers, agentic AI, and integrations with N8N and others

34:00 — YOLO ops: how do you govern autonomous agents in your cluster?

38:32 — Model selection: which model for which use case?

44:16 — AI ops blueprints: what's coming after launch

46:03 — Release date and what to expect in July 2026

48:56 — Wrap up and where to follow Rhys

🔗 LINKS

SUSE AI Factory with NVIDIA → https://www.suse.com

Rhys Oxenham on LinkedIn → https://www.linkedin.com/in/rhys-oxenham/

Johan on LinkedIn → https://www.linkedin.com/in/hojanThe Private AI Lab newsletter → https://www.linkedin.com/newsletters/the-private-ai-lab-7381951883810111489

🎙️ ABOUT THE GUEST

Rhys Oxenham is VP and General Manager of AI at SUSE, where he leads all AI product strategy and execution. He came up through solution architecture and field engineering before running SUSE's Edge and Telco Engineering groups, deploying infrastructure in air-gapped, industrial, and tactical environments. He keynoted SUSECon 2026 in Prague to announce the SUSE AI Factory with NVIDIA partnership.

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