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.
Read MoreOct. 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.
Read MoreOct. 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.
Read MoreOct. 8, 2026 » The New Stack » [Archived Version]
Enterprises continue to face an autonomous cloud bottleneck that breaks autonomous operations and leads to failure. This architectural flaw leaves The post The API tax: Why AI agents stall without infrastructure context appeared first on The New Stack.
Read MoreOct. 8, 2026 » The New Stack » [Archived Version]
Tabletop exercises answer one question: when something breaks, will the people responsible for fixing it do the right thing, in The post AI changed how you respond to incidents. Your tabletops haven’t caught up. appeared first on The New Stack.
Read MoreOct. 8, 2026 » The New Stack » [Archived Version]
Anthropic launched Sonnet 5.5 six days after Opus 5.5. The company says it scores 70.6% on Terminal-Bench 4.0, ahead of The post Claude Sonnet 5.5 vs. Opus 5.5: 42% cheaper and perfect on every run appeared first on The New Stack.
Read MoreOct. 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…
Read MoreOct. 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…
Read MoreSept. 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 …
Read MoreSept. 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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