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What is the cloud native community doing to refactor Kubernetes for AI?
Engineers across the ecosystem are collaborating on key initiatives to evolve Kubernetes for high-performance compute without creating inflexible architectures. These efforts include: Pod Groups (Workload API): This initiative treats sets of pods as single failure domains, ensuring the proximity and reliability necessary for large-scale AI matrix initialization.
Dynamic Resource Allocation (DRA): DRA integrates specialized chips and GPUs into the Kubernetes scheduler to manage hardware nuances and enable efficient AI training and serving.
Inference Gateways: These utilize Gateway API standar
Cloud native is now AI-native: Engineering production-ready AI
cncf.io › blog › 2026 › …
Breaking free of a single datacenter: Practical geo-distributed AI operations with the k0smos platforms
…To support this evolving ecosystem, we are actively feeding our customizations and tooling back as upstream contributions to the Mirantis k0smos projects, ensuring the wider community can continue to build upon this…
Jun 8, 2026
cncf.io › blog › 2026 › …
Building a cloud native platform from the ground up with Kairos, k0rdent, and bindy
…provider credentials are isolated to their own pods, and the controller communicates with them over gRPC/TLS rather than embedding hypervisor credentials centrally. The operational shift this created was significant: Drift is…
May 13, 2026
cncf.io › blog › 2026 › …
Mumbai Maha Mahotsav - KubeCon + CloudNativeCon India edition
…or supporting logistics networks that run 24/7. Planning your visit KubeCon + CloudNativeCon India [June 18 -19] – brings together adopters and technologists from leading open source and cloud native communities by Cloud…
Jun 2, 2026
cncf.io › blog › 2026 › …
Peer-to-Peer acceleration for AI model distribution with Dragonfly
…The file listing endpoint supports recursive traversal natively via the Recursive=true parameter, returning structured RepoFile objects with name, path, type, and size metadata. 5. Authentication Both backends support token-based authentication…
Apr 6, 2026
cncf.io › blog › 2026 › …
Building Jaeger’s ClickHouse backend: 8.6× compression on 10 million spans
As someone who’s been maintaining Jaeger, I’ve watched users request ClickHouse support consistently over the past few years. With Jaeger v2.18.0, we’ve finally delivered it. What excites…
Jun 23, 2026
cncf.io › blog › 2026 › …
The AI-driven shift in vulnerability discovery: What maintainers and bug finders need to know
…Find ways to become part of the community in a sustainable way, by becoming a maintainer or contributing through different ways: see contribute.cncf.io for more information. Dont’s: Don’t…
Apr 16, 2026
cncf.io › blog › 2026 › …
Extending AI gateways with Rust: Custom transformations in kgateway
…kgateway already includes a built-in rustformation filter that supports Jinja templating. This lab extends that pattern by replacing the default module with a custom one – useful when the built-in templating…
May 15, 2026
cncf.io › blog › 2026 › …
Designing end-to-end ingress request tracing for multi-tenant SaaS platforms
…Enables support teams to look up the entire request path. Span ID: Unique identifier for a single unit of work (e.g., API call, database query). Each service creates its own span…
May 22, 2026
cncf.io › blog › 2026 › …
What kubectl debug doesn’t tell you: The silent evidence gap
Posted on May 18, 2026 by Shamsher Khan, CNCF Community Member CNCF projects highlighted in this post The session that left no record A kubectl debug session can contain the only direct…
May 18, 2026
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