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DevOps & Platform
CI/CD, GitOps, IaC, and the platform-engineering playbook.
GitOps with Argo and Flux, Terraform, GitHub Actions, platform engineering patterns, and the build/test/deploy pipeline that ships modern apps.
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GitOps - Demystified
This blog explains GitOps in a simple way, going over what is gitops, the principles of gitops, and why use gitops in the realm of kubernetes.
An overview of GitOps and ArgoCD.
The basic definition of Gitops is "Infrastructure as Code" done right. Now, what is IaC (Infrastructure as code)? IaC means to define the whole…
Terraform Best Practices
In this blog, I'm going to discuss eight terraform best practices. It will improve your terraform workflows immediately and make you feel more confident
A Complete walk through Of DevOps
what happen before DevOps, the model used for software development was the “WATERFALL” Model and this model is best suited when all the requirements are pre
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Running a big LLM across multiple GPUs with vLLM
A plain-English guide to serving a model too big for one GPU, in two tracks: a runbook from download to serving with every flag and error explained, and a deep dive into how tensor, pipeline, and expert parallelism split the model, with measured numbers from a 235B model on four RTX PRO 6000 cards.
I Ran an AI SRE Copilot on My Own Hardware. Here Is What It Actually Does.
Running NudgeBee v1.4.0 end to end - a self-hosted AIOps platform behind AI-SRE, AI-FinOps, AI-K8sOps, and agentic automation - on a Mac, a kiac cluster, and a DGX Spark.
HAMi Dynamic MIG on RTX PRO 6000: A Live Kubernetes Test
Hands-on HAMi Dynamic MIG test on Kubernetes and RTX PRO 6000 Blackwell: setup commands, real allocations, mixed profiles, reclamation, and recovery.
Devin Outposts on Kubernetes: Why Your AI Agent Needs Your Cluster
Devin Outposts runs AI coding agent sessions as pods on your own Kubernetes cluster, with an open-source operator to manage the fleet.
How to Share GPUs in Kubernetes at Scale with HAMi (Software vGPU Slicing)
Share NVIDIA GPUs in Kubernetes with HAMi software vGPU slicing: memory and compute limits, Helm configuration, a verified PyTorch manifest, a real RTX PRO 6000 OOM test, and Prometheus monitoring.
Slicing GPUs in Kubernetes with NVIDIA Multi-Instance GPU (MIG)
GPU sharing in Kubernetes explained: time-slicing vs MPS vs MIG, every nvidia-smi command to enable and disable MIG on one GPU or eight, GPU Operator automation, pitfalls, and DCGM monitoring.
Controlling MCP Tools with agentgateway on Kubernetes (Part 1)
Run AI agents behind agentgateway on Kubernetes: route their LLM and MCP tool calls through one proxy, keep secrets out of the agent, and block tools by policy.
How Kubernetes EndpointSlices Actually Work (and Why Endpoints Had to Die)
A Service has no pod IPs in it. We covered that in the last post. So somewhere, something is keeping a list of every pod IP that matches the Service's…
How a Kubernetes Service Actually Works (and All 5 Types You Need)
A pod gets created. It gets an IP. Then it dies. A new pod replaces it. New IP. Now imagine you have ten pods of the same app, and they restart all the…
Day 7: Ship It - and What Comes Next
Your container runs as root and has 18 CVEs. A Docker Captain's guide to hardening, Scout policies, DHI, Sandboxes, and what comes after Docker.
Day 6: Run an LLM on Your Laptop - With Docker
"Pull AI models from Docker Hub, run them locally with GPU acceleration, and build an AI-powered app
What Actually Happens When kube-scheduler Picks a Node (13 Stages Inside Kubernetes)
How kube-scheduler picks a node: 13 framework stages, 14 Filter plugins, 9 Score plugins, live preemption demo.
Show 68 more DevOps & Platform articles
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- Why DevOps-Case Study15 min
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