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AI is changing developer work. Here are three skills to strengthen.

Learn three ways to get noticed and grow your career as AI reshapes how developers build software.

Published By Gwen Davis · 1 min read

AI is changing how developers work and apply their skills. Writing code is still essential, but developers increasingly need to know how to direct AI, evaluate its output, communicate tradeoffs, and make sound technical decisions.

The good news? You can start preparing today. Here’s where to focus:

AI is changing what execution looks like. Increasingly, great execution means defining the problem clearly, providing the right context, evaluating AI-generated code, and deciding what’s ready to ship. As AI agents take on more of the implementation, these skills become even more valuable.

For example, imagine you’re asked to add a new authentication flow.

A traditional workflow might look like this:

As AI tools become more capable and more deeply integrated into day-to-day…

This is an excerpt. The full article is published by GitHub Blog.

Continue reading at GitHub Blog
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Kubernetes v1.36: In-Place Vertical Scaling for Pod-Level Resources Graduates to Beta

Following the graduation of Pod-Level Resources to Beta in v1.34 and the General Availability (GA) of In-Place Pod Vertical Scaling in v1.35, the Kubernetes community is thrilled to announce that In-Place Pod-Level Resources Vertical Scaling has graduated to Beta in v1.36! This feature is now enabled by default via the InPlacePodLevelResourcesVerticalScaling feature gate. It allows users to update the aggregate Pod resource budget (.spec.resources) for a running Pod, often without requiring a container restart.

19 Oct 2026 · 3 min readTechnology

Kubernetes v1.36: Pod-Level Resource Managers (Alpha)

Kubernetes v1.36 introduces Pod-Level Resource Managers as an alpha feature, bringing a more flexible and powerful resource management model to performance-sensitive workloads. This enhancement extends the kubelet's Topology, CPU, and Memory Managers to support pod-level resource specifications (.spec.resources), evolving them from a strictly per-container allocation model to a pod-centric one. Why do we need pod-level resource managers?When running performance-critical workloads such as machine learning (ML) training, high-frequency trading applications, or low-latency databases, you often need exclusive, NUMA-aligned resources for your primary application containers to ensure predictable performance.

19 Oct 2026 · 5 min readTechnology

Kubernetes v1.36: Admission Policies That Can't Be Deleted

If you've ever tried to enforce a security policy across a fleet of Kubernetes clusters, you've probably run into a frustrating chicken-and-egg problem. Your admission policies are API objects, which means they don't exist until someone creates them, and they can be deleted by anyone with the right permissions. There's always a window during cluster bootstrap where your policies aren't active yet, and there's no way to prevent a privileged user from removing them.

19 Oct 2026 · 5 min read