The Tester's Edge: Why QA Minds Build Better Software with AI
Code got cheap. Judgment didn't. When AI can write a working feature in minutes, the scarce skill is no longer writing code. It is knowing what the…
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Race Conditions Don't Happen Once. They Return With Every New Feature.
Your feature passed every test. Then two users clicked at the same moment. Why concurrency bugs keep coming back, and what developers and QA should…
[Перевод] От тестирования релиза с высоким уровнем риска к новому ИИ-инструменту для QA
Перед нами стояла задача протестировать релиз, сопряженный с высокими рисками и реализованный в высоконагруженных агломерациях микросервисов с легас…
When Should AI Write Your Tests? A Staff SDET's Decision Framework + Prompts
The most expensive mistake in AI-assisted QA isn't a bad test. It's not knowing why you wrote it. Every week I watch engineers open ChatGPT, paste a…
Independent Test Cases: The Foundation of a Reliable Automation Test Suite
A reliable automated test suite should be able to run tests independently, in isolation, and in parallel . That sounds obvious, but one of the most…
How to Cut Regression Testing from Weeks to Hours Without Automating Everything
A healthcare platform I worked with needed two and a half weeks to complete a regression pass. Smoke testing alone took seven days. The obvious reco…
Software Quality Metrics: A Practice Guide for Release Decisions
Software quality metrics only matter when they help a team make a better decision. A startup deciding whether to ship a checkout change needs differ…
Масштабирование от 100 до 100 000+ автотестов: архитектура и инструменты
Масштабирование автотестов — закономерный этап развития любого растущего проекта. С увеличением количества автотестов меняются требования к архитект…
Everything You Need for API Automation (A Complete Blueprint)
Setting up an API automation framework requires aligning business goals, developer specifications, infrastructure, and core testing strategies. Here…
The Hardest E2E Tests Live at the Boundaries
The easiest automated test in the world looks something like this: Open page. Click button. Assert text. Unfortunately, that’s not where expensive b…
The Framework Tax Is a Product Decision
A few years ago, the default test automation decision was mostly technical. Do we use Selenium? Which language? Where do we run the grid? Today, the…
Build an Evidence Supply Chain for Tests
Most teams think of automated tests as decision machines. Green means ship. Red means stop. That model works right up until the first ambiguous fail…
Your Test Suite Isn't Slow. It's Accumulating Decisions
Most browser test suites do not collapse in one dramatic moment. They get a little slower on Monday. A little noisier on Tuesday. Someone adds a ret…
The Browser Test Passed. The Product Still Broke.
The Browser Test Passed. The Product Still Broke. A browser test can click the right button, see the expected confirmation message, and still tell y…
Browser Testing Gets Hard When the Browser Becomes Part of the Product
The easiest browser tests live entirely inside one tab. Open a page. Fill in a form. Click a button. Check the result. Unfortunately, many valuable…
Six UI Testing Problems That Expose Weak Automation
Most browser automation demos use a familiar workflow: open a page, fill in a form, click Submit, and verify a success message. Real products are ra…
How to Design an API Test Strategy (Not Just Accumulate Tests)
Most API test suites are decorative. They're green, they run on every build, and they check almost nothing that matters: a wall of status is 200 ass…
The Best Test Automation Tool Is the One Your Team Still Uses a Year Later
Most test automation tools look good during a demo. You record a login flow, add an assertion, run it in Chrome, and get a green result. Everyone is…
Episode 02: I Automated Before Testing. And Delayed the Delivery
Back to Feedback — Episode 2 of 20 Where it came from This one showed up first as a passing comment from a teammate mid-year: I sometimes seemed to…
The Browser Testing Problems That Appear After Your Test Suite Starts Growing
Most browser test suites do not fail because the team forgot how to write a click step. They fail because the system around the tests becomes more c…
Web Testing in 2026 Is Less About Tools and More About Trust
Web testing has become a lot harder to describe in one sentence. It used to be easier to say, “We run some Selenium tests,” or “We use Cypress for f…
What Actually Breaks Test Automation After the Demo
Most test automation demos are too clean. The demo app is stable. The login flow is simple. The selectors are obvious. The data is predictable. CI i…
Frontend Testing in 2026: The Problems That Actually Break Your UI
Frontend testing has become weirdly broad. A few years ago, a lot of teams treated it as "write some Cypress tests" or "run Selenium in CI." That wa…
How to Compare Testing Tools Without Getting Fooled by Feature Checklists
The biggest mistake teams make when comparing testing tools is treating the feature list like the decision. A tool can support API tests, visual che…
A practical playbook for choosing browser automation and cross-browser testing tools
If your goal is faster releases with fewer flaky failures, the tool choice matters less than the testing strategy behind it. Teams usually start by…
Should AI Help Write the Tests, or Change What You Test?
You just merged an AI-assisted feature branch, the code review looks clean, and the app works in your local smoke test. Now comes the real question:…
AI-агент действительно ловит баги? Пусть докажет на бенчмарке
Привет! Это снова Михаил Федоров. В первой статье — архитектура QA Assist: 11 AI-агентов от декомпозиции требований до готовых автотестов. Во второй…