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#kubernetes

Diagram showing data flow through a Kubernetes ingress controller.
DevOps & Infrastructure

AKS Ingress Migration: 3 Clusters Switch Controllers

Three production AKS clusters ditched the community ingress-nginx controller for F5's upstream-maintained version. It wasn't a simple swap. Expect sharp edges and configuration headaches.

6 min read 6 days, 10 hours ago
Illustration of AI agents analyzing complex code diagrams with missing connections highlighted
DevOps & Infrastructure

AI Code Fixers Hit Wall: System-Wide Impact Missed [Kubernetes Study]

AI coding agents can meticulously mend single lines of code, but a deep dive into Kubernetes bug fixes exposes a critical blind spot: understanding the ripple effect across an entire system. The results are a stark reminder that complex software remains stubbornly human-centric.

6 min read 1 week ago
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Open Source Projects

Open Source's Unsung Heroes: What's FREE and Mind-Blowing?

Some software just makes you stop and stare. Especially when it's not costing you a dime. We looked at what the open-source community can't believe is free.

4 min read 1 week ago
Screenshot of KubeStellar Console dashboard with multiple cluster management views.
Developer Tools

AI Code Contribution: 81% PR Acceptance [Data Analysis]

What began as a euphoric sprint with AI coding agents for KubeStellar Console devolved into a frustrating slog. The key to high PR acceptance wasn't a smarter model, but a more intelligent codebase.

6 min read 1 week, 1 day ago
A graphic representing Cloud Custodian's logo with elements of cloud infrastructure and AI nodes.
DevOps & Infrastructure

Cloud Custodian Turns 10, Essential for AI

A decade ago, Cloud Custodian emerged as a cloud management tool. Now, as agentic AI churns out infrastructure, it's the de facto safety net.

5 min read 1 week, 3 days ago
Diagram showing two separate health check endpoints, livez and readyz, on a Kubernetes pod.
DevOps & Infrastructure

Kubernetes Health Probes: Livez vs. Readyz Explained

In the high-stakes world of Kubernetes, the subtle difference between liveness and readiness probes can mean the difference between smoothly operation and catastrophic data loss.

5 min read 1 week, 6 days ago
Abstract representation of network traffic flow and data points, symbolizing service mesh performance.
DevOps & Infrastructure

Istio 1.20 & OpenShift: Hidden Scaling Costs [Benchmark]

Everyone expected Istio 1.20 on OpenShift to be a slick upgrade for microservices. Turns out, scaling to 10,000 pods brings a hefty, unexpected bill.

6 min read 2 weeks, 3 days ago
Diagram showing Kubernetes pods with stable identities and replication flow for a database.
DevOps & Infrastructure

Running Production DBs on K8s: StatefulSets & Operators Explained

The dream of running databases in Kubernetes has always been a tricky one, given the platform's stateless origins. But the path to production-grade stateful workloads is clearer than ever.

7 min read 2 weeks, 5 days ago
A visual metaphor of many stacked, transparent layers with a small, barely visible problem at the very bottom.
DevOps & Infrastructure

Developers Drowning in Abstraction Layers [Analysis]

We're drowning in abstraction layers, adding wrappers for wrappers. The original problem? Long forgotten. It's time to talk about the cost.

6 min read 2 weeks, 5 days ago
Diagram illustrating Kubernetes as a central operating system managing AI workloads.
DevOps & Infrastructure

Kubernetes is AI's OS: 2026 Data Confirms

Forget the hype. The numbers are in: Kubernetes isn't just surviving the AI boom, it's the foundational operating system powering it. Open infrastructure and engineering discipline are the real AI unlock.

5 min read 2 weeks, 6 days ago
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DevOps & Infrastructure

Kubernetes 1.36: Pod Resources Can Now Be Changed While Suspended

Kubernetes v1.36 is a quiet win for batch and ML workloads, finally letting admins tweak pod resources on suspended Jobs. This moves a critical management capability out of alpha and into beta.

5 min read 3 weeks ago
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AI & Machine Learning

Monarch API: 16 Gbps RDMA Speeds on AWS EFA [PyTorch Update]

Distributed training on supercomputers feels like wrestling a hydra—cut one head, two more debugging nightmares sprout. Monarch's Python API claims to tame it, hitting 16 Gbps file syncs that make clusters act like your laptop.

5 min read 3 weeks, 1 day ago
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