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Buckle up, DevOps fans! 🚀 We’re diving into the game-changing world of *Kubernetes 1.35**, nicknamed '**Timbernetes**'. This major release, which arrived in mid-December 2025, is all about making your **Day 2 operations* smoother, faster, and more resilient than ever before. In this episode, we break down the five heavy-hitting features that have officially reached general availability: 🏗️ *In-place Pod Resource Updates**: The absolute star of the show! You can now **resize CPU and memory* on the fly without killing your pods. This is a massive win for *stateful services* and *AI/ML training* where restarts can be a total nightmare. 🛡️ *Fine-grained Supplemental Group Control**: Get surgical with your security. You can now assign precise Unix group permissions to individual containers rather than the whole pod, keeping your **multitenant clusters* locked down and compliant. ⚡ **PreferSameNode Traffic Distribution**: Speed up your networking by prioritising local endpoints. By keeping traffic on the same node, you slash latency and reduce data-transfer costs for **chatty microservices**. 📄 **Structured Authentication**: Clean up those messy API server flags. This new declarative approach uses a unified **YAML configuration**, making your cluster authentication audit-friendly and perfect for **GitOps workflows**. 📦 *OCI Image Volumes**: Mount container images purely as data. This is a game-changer for **AI models* from registries like Hugging Face, allowing you to pull and version data independently from your application code. Whether you are managing massive *enterprise workloads* or cutting-edge **AI workflows**, Kubernetes 1.35 is here to simplify your operational stack. *Source Attribution:* This content is based on the article *"Kubernetes 1.35 features that change Day 2 operations"* by Janakiram MSV, published by **The New Stack**.