DKP for developers

GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud

Oct. 8, 2026 » The New Stack » [Archived Version]

GitHub Copilot will soon decide whether coding tasks run locally or get sent to cloud models, with automatic routing expected The post GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud appeared first on The New Stack.

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You can outgrow vanilla Postgres without abandoning Postgres

Oct. 8, 2026 » The New Stack » [Archived Version]

For many data aficionados, Postgres is the way to store and manage relational data. It’s efficient, it’s straightforward, and it The post You can outgrow vanilla Postgres without abandoning Postgres appeared first on The New Stack.

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Most AI incident tools still leave a key decision to humans

Oct. 8, 2026 » The New Stack » [Archived Version]

An AI SRE agent can help troubleshoot an incident. But can you trust it to decide on its own when The post Most AI incident tools still leave a key decision to humans appeared first on The New Stack.

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Your AI agent just provisioned a resource. Who owns it?

Oct. 8, 2026 » The New Stack » [Archived Version]

The environment has thirty-four resources, including a VPC, subnets, an RDS instance, and a load balancer that hasn’t seen any The post Your AI agent just provisioned a resource. Who owns it? appeared first on The New Stack.

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The audit log says my name: what an agent inherits when you hand it your credentials

Oct. 8, 2026 » The New Stack » [Archived Version]

I measured what an AI agent actually holds when it authenticates as me. Authentication turned out to be a token The post The audit log says my name: what an agent inherits when you hand it your credentials appeared first on The New Stack.

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AI data lakes are driving new storage demands

Oct. 8, 2026 » The New Stack » [Archived Version]

The frenetic pace of AI development is challenging data center design and operational paradigms. The twin pillars of hyperscale computing The post AI data lakes are driving new storage demands appeared first on The New Stack.

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The Shift to cgroup v2 in Kubernetes: What You Need to Know

Oct. 6, 2026 » Kubernetes Blog » [Archived Version]

In Linux, cgroups (control groups) are a kernel feature used for managing system resources. Kubernetes uses cgroups to allocate resources like CPU and memory to containers, ensuring that applications run smoothly without interfering with each other. With the release of Kubernetes v1.31, support for v1 cgroup management moved into maintenance mode. Support for v2 cgroup management has been stable since Kubernetes v1.25. Compared with cgroup v1, cgroup v2 provides a single unified hierarchy, a mo…

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Scaling Kubernetes Workloads with Node Swap

Oct. 5, 2026 » Kubernetes Blog » [Archived Version]

Memory is often the first hard limit a Kubernetes cluster hits. Nodes run out of RAM long before they run out of CPU, and the new wave of agentic AI workloads makes this worse. These workloads demand large memory footprints to start up and run untrusted code, then sit idle waiting for the next prompt. That idle but resident memory is expensive, and it caps how many pods a node can hold. This is where swap helps. Kubernetes support for running nodes with swap enabled reached General Availability…

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Spotlight on SIG Apps

Sept. 22, 2026 » Kubernetes Blog » [Archived Version]

As Kubernetes adoption has grown, the conversation has shifted beyond running containers to managing increasingly complex application lifecycles. Modern platforms support stateless web services, stateful databases, batch processing, AI workloads, and platform services. At the same time, they must remain reliable during upgrades, scaling events, and infrastructure failures. Every Kubernetes user relies on SIG Apps, whether they realize it or not. Deployments, StatefulSets, DaemonSets, Jobs, and …

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Kubernetes v1.37: Tracking When a PersistentVolumeClaim Was Last Used (Beta)

Sept. 21, 2026 » Kubernetes Blog » [Archived Version]

Kubernetes v1.37 promotes the PersistentVolumeClaimUnusedSinceTime feature gate to Beta (enabled by default). With this feature, the PersistentVolumeClaim (PVC) protection controller adds an Unused condition to each PVC, telling you whether any running pod currently references it — no custom tooling or cross-referencing required. For the API definition of PVC conditions, see the PersistentVolumeClaim API reference. Read on to learn how the Unused condition works and how to use it. Why track PVC…

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