!Cover image for How to Build a 'Financial Firewall': Multi-Cloud High Availability on a $0 Budgethttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=...
'Posted on February 9, 2026 by Fabrizio Pandini, Broadcom
Model Context Protocol MCP Model Context Protocol MCP was introduced by Anthropic in November 2024. It provides a deterministic approach to tool integration fo...
markdown 🧠 Introducción En la mayoría de los diseños en AWS ponemos el foco en VPCs, subnets, seguridad, IAM o servicios gestionados. Sin embargo, detrás de to...
As AI-driven development accelerates, open source software faces an uncomfortable paradox: usage is rising while engagement, sustainability, and community econo...
Webinar Details In our upcoming webinar, 'Win Your AI Strategy with Cloud SQL Enterprise Plus'https://rsvp.withgoogle.com/events/win-your-ai-strategy-with-clou...
TL;DR - Use GitHub OIDC + AWS STS to authenticate with identity, not passwords. - Traditional CI/CD pipelines rely on static cloud credentials AWS_ACCESS_KEY_I...
This week's report features top employers including Capital One, Google, CLS US Services, Thrive Market, and Cisco Systems, providing insights into the job mark...
Introduction In Kyverno Policy Conflicts, we saw a pattern of structural failures: - Multiple policies mutating the same fields - Validation rules assuming a s...
markdown !jai sandeshhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fu...
Compute Express Link (CXL) 3.0 and beyond allows the compute nodes of a cluster to share data with hardware cache coherence and at the granularity of a cache li...
Overview When traveling in China, Docker may be unable to download images from Docker Hub, even when using a VPN. A practical workaround is to set up an AWS EC...
Ensuring resilience in distributed systems has become an acute concern. In today's environment, it is crucial to develop light-weight mechanisms that recover a ...
!Aisalkyn Aidarovahttps://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...
AI agents increasingly perform agentic exploration: pursuing multiple solution paths in parallel and committing only the successful one. Because each exploratio...
Pitfall 1: Poor Instance Selection ! https://media2.dev.to/dynamic/image/width=800,height=,fit=scale-down,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads...
In GPU-accelerated data analytics, the overhead of data transfer from CPU to GPU becomes a performance bottleneck when the data scales beyond GPU memory capacit...
A few weeks ago I decided to stop only learning DevOps theory and finally build a real end‑to‑end project—not a tutorial, not a local demo, but a full cloud → C...
Automated Web Server Setup with Security Hardening If you missed our previous session, you can always catch up herehttps://dev.to/ikoh_sylva/altschool-of-engin...
Lab Information The Nautilus DevOps team is experimenting with Terraform provisioners. Your task is to create an IAM user and use a local-exec provisioner to l...
What is AWS? At its simplest, AWS is a secure cloud services platform that offers compute power, database storage, content delivery, and other functionality. T...
Introduction Data is the lifeblood of modern organizations, but sprawling cloud environments can make it difficult to discover, understand, and govern. A data...
What is a VPC? A VPC Virtual Private Cloud in AWS is a logically isolated private network that you create within the AWS cloud, where you can launch and manage...
markdown !Cover image for Day 01 – My Journey from Laptop to Lab: Building a Headless Debian Server for DevOps & AIhttps://media2.dev.to/dynamic/image/width=100...
'Mastering Error Budgets for SRE: A Comprehensive Guide to Reliability and Monitoring
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Lab Information The Nautilus DevOps team needs to create an AMI from an existing EC2 instance for backup and scaling purposes. - Existing EC2 instance name: de...
'From Cloud‑First to Cloud‑Smart: Rethinking AWS Migration in 2026
This article was originally published on Jo4 Bloghttps://jo4.io/blog/elasticache-vs-memorydb/. TL;DR Decision Tree Is your data ephemeral can be regenerated/los...
What problem are we solving? In real systems, builds are heavy, diverse, and parallel. One Jenkins instance cannot safely or efficiently do everything alone. A...
Heroku Update Salesforce is essentially shutting down Heroku as an evolving product, moving the cloud platform that helped define modern app deployment to a 's...
Veracode has extended the reach of a Package Firewall that applies policies that limit what types of code can be downloaded from a repository to Azure Artifacts...
Organizations rely on different methods for data backup, depending on factors such as data criticality. There are several options, ranging from DIY scripts to t...
Pavlo Baron, co-founder and CEO of Platform Engineering Labs, unpacks what’s changing in platform engineering as AI reshapes who gets to build, and how infrastr...
Fixpoint iteration constitutes the algorithmic core of static analyzers. Parallelizing the fixpoint engine can significantly reduce analysis times. Previous app...
Over the last years, Ethereum has evolved into a public platform that safeguards the savings of hundreds of millions of people and secures more than $650 billio...
Qodo 2.0 adds memory-enabled, task-specific AI agents to its LLM-based code-review platform, improving defect recall and F1 performance to help DevOps scale cod...
Qodo 2.0 adds memory-enabled, task-specific AI agents to its LLM-based code-review platform, improving defect recall and F1 performance to help DevOps scale cod...
Move GenAI in QA from test‑factory to life‑cycle intelligence: AI proposes coverage and data, humans review, deterministic automation executes—focus on risk‑ali...
The first sign of trouble is usually the build queue. A few developers join the team, commit frequency goes up, and suddenly the CI/CD pipeline that used to fee...
In LLM serving, reusing the KV cache of prompts across requests is critical for reducing TTFT and serving costs. Cache-affinity scheduling, which co-locates req...
A practical 10-layer monitoring framework for Kubernetes and VM environments that prioritizes what to watch—system, application, HTTP/RUM, databases, caches, qu...
Anthropic’s Claude Opus 4.6 uncovered more than 600 previously unknown vulnerabilities in widely used open source software, raising new questions about AI-drive...
Before Jenkins - Engineer runs commands manually - Forgets steps - Makes mistakes - Cannot repeat reliably With Jenkins - Commands are written once - Jenkins r...
If you're modernizing your virtualization infrastructure, you've probably discovered that migrating thousands of virtual machines VMs takes far longer than anyo...
Red Hat Summit 2026 Registration Registration is now open for Red Hat Summit 2026 in Atlanta! Register by February 23 for the lowest rates, or save further wit...
Introduction This series takes a look at the people and planning that went into building and releasing Red Hat Enterprise Linux 10. From the earliest conceptua...
Neo now reads AGENTS.md files, the open standard for giving AI coding tools context about your project. If you’re already using AGENTS.md, Neo will pick up thos...
