Ai on

From Ideas to Impact: Cloud Native AI and TOC Highlights Post-KubeCon EU 2025

raravena80@gmail.com (Ricardo Aravena) — Sat, 19 Apr 2025 14:17:00 +0000

From Ideas to Impact: Cloud Native AI and TOC Highlights Post-KubeCon EU 2025

When we previewed the CNCF Cloud Native AI Working Group’s efforts ahead of KubeCon EU 2025, the tone was of curiosity and anticipation. Some still viewed AI as an outlier in the cloud-native world. But if KubeCon EU proved anything, AI has now fully arrived—and the community is building it in a cloud native way.

This year’s event didn’t just validate the momentum around AI; it showcased a CNCF community that’s actively rethinking its foundations—from how Technical Advisory Groups (TAGs) work to how the community serves end users to how projects grow and graduate. The CNCF Technical Oversight Committee (TOC) had a visible and influential role throughout the week, laying down a clear marker: the next wave of cloud native isn’t just about orchestration—it’s about intelligence, usability, and sustainable growth.

CNCF Cloud Native AI Working Group: Innovation from Edge to Core!

raravena80@gmail.com (Ricardo Aravena) — Thu, 27 Mar 2025 14:17:00 +0000

Over the past six months, the Cloud Native Computing Foundation’s (CNCF) Cloud Native AI (CNAI) Working Group has been at the forefront of integrating artificial intelligence (AI) and machine learning (ML) with cloud-native technologies. This is a moment to discuss the working group’s initiatives and opportunities for contributors and enthusiasts as we prepare for KubeCon Europe 2025 in London.

The group has been making strides in galvanizing the community around the needs of AI/ML workloads on top of cloud native environments. A significant deliverable was the publication of the “Cloud Native AI” whitepaper in March 2024.

Consulting

raravena80@gmail.com (Ricardo Aravena) — Tue, 04 Mar 2025 00:00:00 +0000

Consulting Services

I offer specialized consulting services for organizations looking to build, optimize, and scale their GPU infrastructure on Kubernetes. With my experience as Engineering Lead at Snowflake, Cloud Native Lead at Truera, and Senior Engineering Kubernetes Manager at Rakuten, I bring deep technical expertise and practical insights to help you succeed.

Services

GPU Infrastructure Design & Architecture

Design a robust GPU infrastructure strategy tailored to your AI/ML workloads:

Multi-GPU Kubernetes Architecture: Design scalable K8s clusters with GPU pooling and scheduling
MIG (Multi-Instance GPU) Strategy: Optimize GPU utilization with NVIDIA MIG technology
Hybrid Cloud GPU Deployments: Architect GPU solutions across on-premises, GCP, AWS, and Microsoft Azure
Azure GPU Expertise: AKS GPU support, Azure Machine Learning, and Azure Batch AI
Vendor-Agnostic GPU Support: Design for NVIDIA, AMD, and ARM GPU compatibility

Kubernetes for AI/ML Workloads

Optimize your Kubernetes platform for machine learning and AI workloads: