Introduction The Architecture - VPC: A custom Virtual Private Cloud. - Subnet: A public subnet for the instance. - Internet Gateway IGW: To allow internet acce...
Prerequisites bash az version az login Step 1: Create AKS Cluster bash az aks create --resource-group devops-rg --name myAKSCluster --node-count 2 --enable-add...
Handling High Data Volumes in Cloud Environments: Lessons from the Field As data continues to grow exponentially, handling high‑volume workloads in the cloud i...
Java remains one of the most popular languages for enterprise applications running on the cloud. While languages like Go, Rust, JavaScript, and Python have a hi...
Article URL: https://garnaudov.com/writings/how-i-think-about-kubernetes/ Comments URL: https://news.ycombinator.com/item?id=46396043 Points: 31 Comments: 13...
!Cover image for Stop Tutorial Hell: I Built the Ultimate Free DevOps Learning Path Zero to Production 🚀https://media2.dev.to/dynamic/image/width=1000,height=4...
This volume contains the post-proceedings of the Workshop on Adaptable Cloud Architectures (WACA 2025), held on June 20, 2025, in Lille, France, co-located with...
Large-scale Mixture-of-Experts (MoE) models rely on expert parallelism for efficient training and inference, which splits experts across devices and necessitate...
Federated Fine-Tuning (FFT) has attracted growing interest as it leverages both server- and client-side data to enhance global model generalization while preser...
GitHub Copilot adds Agent Mode with MCP support to all VS Code users, bringing agentic capabilities and multi-model choice that will revolutionize DevOps workfl...
New research analyzing 153 million lines of code reveals AI tools may accelerate development but potentially at the expense of maintainable, quality code....
Breadth-First Search (BFS) is a fundamental graph kernel that underpins a wide range of applications. While modern GPUs provide specialised Matrix-Multiply-Accu...
Kubernetes Networking Made Simple – Understanding Ingress > Ingress is the smart HTTP entry point for your cluster. It separates traffic routing from Service e...
Large language models (LLMs) have emerged as a powerful foundation for intelligent reasoning and decision-making, demonstrating substantial impact across a wide...
Introduction Identity and Access Management IAM lets you create separate users for yourself and your teammates, granting each only the permissions they actuall...
Cloud deployments often fail because environment configurations are hardcoded into the build process. Here is a pattern to decouple your Build Artifacts from yo...
Introduction As someone preparing for a DevOps role, I’m learning Linux with a lean approach — focusing only on what’s required to operate and debug real serve...
🏗️ The Architecture 📝 My First Dockerfile - Used FROM to select a base image. - Used COPY to move my code inside. - Used CMD to tell the container what to do...
!Cover image for Stop Waiting: Why I’m Going All-In on AWS in 2026 And How I Plan to Survivehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,...
🧠 What Is a Terraform Module? A Terraform module is a reusable, self‑contained package of Terraform code. Typical files in a module: - main.tf – resources - v...
Recent advancements in array-camera videography enable real-time capturing of ultra-high-definition (Ultra-HD) videos, providing rich visual information in a la...
In 2025, developers will broaden the scope of how they use AI with promising new applications for reducing technical debt and improving security....
Emerging real-time applications have driven the transition to multicore embedded systems, where tasks must share resources due to functional demands and limited...
Explore Grok Studio, xAI's split-screen collaborative workspace with eal-time code execution, Google Drive integration, and free accessibility for all users....
As software development practices have advanced over time, so too have the methodologies for managing code and changes. The autonomous pipeline, as it relates t...
Expanding an EC2 Root Volume for a Docker‑Powered Django App The Problem: Running Out of Disk Space Your EC2 instance especially if you started with the defaul...
Decision guide Is your data ephemeral can be regenerated or lost? - YES → Use ElastiCache ≈ $12 / month for cache.t4g.micro - NO → Use MemoryDB ≈ $25 +/ month,...
markdown Why Now Is the Right Time But Also the Hardest Time It’s December 2025, almost January 2026, and if you’re asking yourself “Should I start DevOps now?”...
Cost Optimization Tips for AWS WAF As a Solution Architect deep‑diving into AWS WAF cost savings, I discovered that a lot of spend comes from “noise.” If you’r...
Introduction Today was a pivotal day in my DevOps learning journey. I moved away from manual processes and started exploring the world of automation. The focus...
Hey Everyone! Let's talk about something that we all care about: saving money on our cloud bills. I recently dived deep into optimizing our container costs on A...
What is Amazon EKShttps://aws.amazon.com/eks/? Amazon EKS Elastic Kubernetes Service is the managed Kubernetes service offered by AWS. It handles the heavy lif...
AI hallucinations – the occasional tendency of large language models to respond to prompts with incorrect, inaccurate or made-up answers – have been an ongoing...
A significant shift has occurred in the fast-evolving world of continuous integration and delivery CI/CD. Semaphore, a leading CI/CD platform, has announced its...
We demonstrate how to formally specify distributed algorithms as declarative axiomatic theories in a modal logic. We exhibit the method on a simple voting proto...
markdown !TechBlogshttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fupl...
Higher-order interactions beyond pairwise relationships in large complex networks are often modeled as hypergraphs. Analyzing hypergraph properties such as tria...
The rapid growth of large language models (LLMs) and the continuous release of new GPU products have significantly increased the demand for distributed training...
Extending well-structured transition systems to incorporate a probabilistic scheduling rule, we define a new class of stochastic well-structured transition syst...
markdown !Yency Christopherhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.c...
!architecturehttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com...
Article URL: https://statusgator.com/blog/aws-least-reliable-region-in-2025/ Comments URL: https://news.ycombinator.com/item?id=46370592 Points: 15 Comments: 1...
Article URL: https://statusgator.com/blog/aws-least-reliable-region-in-2025/ Comments URL: https://news.ycombinator.com/item?id=46370592 Points: 40 Comments: 14...
Lab Information The Nautilus DevOps Team is setting up a new web server for a critical application. Your task is to create an EC2 instance that will serve as a...
Hybrid AI-HPC workflows combine large-scale simulation, training, high-throughput inference, and tightly coupled, agent-driven control within a single execution...
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While Ethereum has successfully achieved dynamic availability together with safety, a fundamental delay remains between transaction execution and immutable fina...
