# Kubernetes: what I've logged

> Kubernetes comes up in 2 posts of my AI log, from October 2026 to October 2026, and each item below links to the primary source. The sources come from NVIDIA, filed under image, video, world, open weights and science.

## Items

1. **Memory-Enforced GPU Sharing in Kubernetes with NVIDIA CUDA 13.4** (NVIDIA, 27 Oct 2026): CUDA 13.4 enforces per-workload GPU memory limits, and an open-source GPU Fractioning Operator plus KAI Scheduler v0.18.0 expose it on Kubernetes. [Primary source](https://developer.nvidia.com/blog/memory-enforced-gpu-sharing-in-kubernetes-with-nvidia-cuda-13-4) · [Post](https://heyaliasif.com/ai/2026-10-28-genie-4-lfm3-sleep-framework-gpu-fractioning#item-5)
2. **How NVIDIA Mission Control 2.5 Brings Autonomous Recovery to Kubernetes** (NVIDIA, 25 Oct 2026): Extends autonomous job and hardware recovery from Slurm to Kubernetes workloads managed by Run:ai, with no recovery-time figures given. [Primary source](https://developer.nvidia.com/blog/how-nvidia-mission-control-2-5-brings-autonomous-recovery-to-kubernetes) · [Post](https://heyaliasif.com/ai/2026-10-26-hy-simulmt-cohere-qwen-hob-mission-control#item-4)

## Posts

- 2026-10-28 [Genie 4, LFM3, Google's sleep framework, Ai2 novelty judges](https://heyaliasif.com/ai/2026-10-28-genie-4-lfm3-sleep-framework-gpu-fractioning)
- 2026-10-26 [Hy-SimulMT, Cohere on Qwen3.8, Hob, Mission Control 2.5](https://heyaliasif.com/ai/2026-10-26-hy-simulmt-cohere-qwen-hob-mission-control)

Canonical: https://heyaliasif.com/ai/topics/kubernetes