Гейткипинг 2.0: почему open source воюет с ИИ — и что делать вместо этого
Open source всё чаще закрывает двери перед ИИ: Zig и NetBSD банят AI-generated контрибьюции, curl под потоком нейрослопа сворачивает баг-баунти. DHH ,…
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Your Jenkins build failed. Now what?
A realistic walkthrough of what actually happens next and where teams lose the most time. Let me describe a scene that happens hundreds of times a day…
Retry Logic and Tiered Alerting in GitHub Actions
🛠️ Pipelines in the Wild #2 Byte Size Summary Most pipeline failures are transient — a registry returning a 503, a smoke test catching a slow cold sta…
Retry Logic and Tiered Alerting in GitHub Actions
🛠️ Pipelines in the Wild #2 Byte Size Summary Most pipeline failures are transient — a registry returning a 503, a smoke test catching a slow cold sta…
From Variant CSV to Review-Ready Report: A Python Workflow With Docker and GitHub Actions
Variant prioritisation often starts with a table. But a table alone does not answer the most important question: Which variants deserve closer review,…
Why Your GitHub Actions Workflow Didn't Trigger: branches, tags & paths Filters Explained
You pushed a commit, opened the Actions tab, and there's nothing there. No red X, no yellow dot — the workflow simply didn't run. There's no error to …
What is CI/CD? Automate Your Way to Faster Deployments
By Sailee Shingare | M.S. in Computer Science, Northern Illinois University (NIU) You’ve written your code. You’ve tested it. Now you need to get it t…
How to Choose the Right DevOps as a Service Provider
I've spent 25 years building, breaking, and scaling production infrastructure — long enough to watch "DevOps" go from a conference buzzword to a thing…
Running 100 Playwright Tests in Parallel Without Inbox Collisions
If you've ever tried to run a large Playwright test suite in parallel — the kind that tests email verification flows, magic links, or password resets …
MailHog Alternatives for CI Pipelines in 2026
MailHog was the go-to fake SMTP server for years. It's simple, free, and gets the job done locally. But if you've tried to use it in a modern CI pipel…
SAFEDEPLOY AI: DevOps Pipeline Intelligence System
Problem Statement: DevOps Pipeline Agent: Modern software delivery pipelines generate large amounts of operational data. Understanding the relationshi…
Commitment discounts vs spot when each saves more
Cloud teams waste between 40% and 60% of their infrastructure budget on a false choice: committing to reserved capacity they won't fully use or chasin…
Services without Docker-in-Docker: how PikoCI handles test dependencies
If you've ever needed a database for your integration tests in CI, you've probably encountered one of these solutions: Docker-in-Docker. A separate do…
Datadog dashboards for prompt regression: the panels we actually keep
We wired our LLM eval suite into Datadog over about four months. Most of the panels we built got deleted. These are the five that stayed, and the metr…
CI/CD for Early-Stage Startups: What to Set Up From Day One
The debate I see often at early-stage startups: is it worth setting up CI/CD infrastructure before you have significant traffic or a large team? The a…
Агенты генерируют код быстрее. Дубли тоже
Код стало писать дешевле: большие команды и AI-агенты быстрее создают новые файлы, паттерны и, иногда, дубли. Если поиск copy-paste работает медленно,…
Great Stack to Doesn't Work #6 — CI/CD: "Pipeline Green, Production Red"
A survival guide for when everything goes wrong in production. The pipeline is green. Every stage passed. Tests: green. Lint: green. Build: green. Sec…
Multi-Agent Code Reviews Need Pipelines, Not Vibes
Most teams are about to hit the same AI coding problem: one agent can write a lot of code, but it cannot be the only judge of its own work. That is wh…
Final Project: Cloud Full-Stack Deployment
☁️ Final Project: Cloud Full-Stack Deployment Proyek ini mendokumentasikan proses deployment aplikasi web (Node.js + Nginx) ke AWS EC2 menggunakan Doc…
Understanding Jenkins CI/CD Using a Tiny Java Project (A Beginner-Friendly Walkthrough)
Understanding Jenkins CI/CD Using a Tiny Java Project Most Jenkins tutorials immediately jump into Docker, Kubernetes, Maven, cloud deployments, and e…
Build Cache Strategies: The Operational Burden of Speed
Build times, especially in enterprise software projects, are often an overlooked bottleneck that leads to significant inefficiencies. While working on…
Streamlining Your Workflow: GitHub Actions CI/CD Pipeline Best Practices
Streamlining Your Workflow: GitHub Actions CI/CD Pipeline Best Practices As a Full Stack Engineer specializing in DevOps, AI Infrastructure, and Cloud…
How hard can it be to build a CI/CD system?
How hard can it be to build a CI/CD system? That question stuck with me long enough that I actually started building one. Not because someone asked me…
OneClickRelease, или как мы ставим релизы одной кнопкой
Привет, Хабр! На связи Юрий Власенко, Senior DevOps инженер в РТЛабс. Сегодня я расскажу о том, как наша команда автоматизировала сложный, бюрократизи…
GitHub has had 257 incidents in 12 months. Here's what that means for your CI pipelines
I've been building a tool that watches GitHub CI pipelines and surfaces failures every morning. While building it I started paying closer attention to…
The Misleading "User is not authorized to access connection" Error in AWS CodeBuild — and Why Your IAM Policy Looks Fine
If you've wired up an AWS CodeBuild project to pull source from GitHub via CodeConnections (formerly CodeStar Connections), you may have hit this erro…
GitHub rust-2026-template — my Rust starter in 2026
I got tired of setting up the same things every new Rust project. Clippy config, CI pipelines, linker flags, pre-commit hooks, cargo-nextest ... all f…
Stop Wasting Hours: The Production-Ready Laravel 12 + Docker Starter Kit (CI/CD Included)
Setting up a new Laravel project for production is always a headache. You need to configure Nginx, optimize PHP-FPM, set up Supervisor for your queue …
Security Is Important. Automate It
Renovate, auto-merge, and why a small team has no other option Open npm outdated on any project older than six months. Run uv lock --check on the back…
Jenkins or GitHub Actions? Deciding the Right CI/CD Tool for Your Workflow
Introduction Continuous Integration and Delivery is a key part of any software application. Be it a mobile app, a backend app or a website - everythin…