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title: Kubernetes as AI’s operating system: 1.35 release signals
description: Kubernetes v1.35 (&#x27;Timbernetes&#x27;) introduces several features that strengthen its role as the operational substrate for AI/ML workloads. Key changes include...
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# Kubernetes as AI’s operating system: 1.35 release signals

**[CNCF](https://daily.dev/sources/cncf)** · 5 min read · 8 upvotes · 0 comments

## Summary

Kubernetes v1.35 ('Timbernetes') introduces several features that strengthen its role as the operational substrate for AI/ML workloads. Key changes include workload-aware scheduling with gang scheduling support (alpha) for distributed training, stable in-place Pod resource resize to reduce restart churn in inference services, continued Dynamic Resource Allocation (DRA) progress for GPU/accelerator orchestration, and KYAML as the new default kubectl output format for safer configuration workflows. The post also flags the Ingress NGINX retirement timeline (March 2026) as a planning item for operators, and frames these updates as Kubernetes absorbing more AI infrastructure complexity over time.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.cncf.io/blog/2026/02/23/kubernetes-as-ais-operating-system-1-35-release-signals/>

---

Tags: [#kubernetes](https://daily.dev/tags/kubernetes), [#cloud-native](https://daily.dev/tags/cloud-native), [#platform-engineering](https://daily.dev/tags/platform-engineering), [#mlops](https://daily.dev/tags/mlops)

[View this post on daily.dev](https://daily.dev/posts/kubernetes-as-ai-s-operating-system-1-35-release-signals-maydhbopw)

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