Accessibility Testing: Best Practices
Accessibility testing requires more than an automated scanner. A scanner catches roughly 30-50% of WCAG issues. The rest requires manual testing with …
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Screenshot Diffing: Pixel-Level Comparison Techniques
Screenshot diffing compares two images of the same page to detect visual changes. The four main approaches are pixel-by-pixel comparison (fast, brittl…
A QA engineer's first AI testing project - FastAPI + local LLM + pytest
I'm an automation engineer that writes mostly UI tests with some API sprinkled in. A recruiter wrote to me about an interesting job - AI/LLM testing. …
Test Case Management in 2026: Process Over Tooling
Your team moved off spreadsheets. You bought a proper test management tool. You even have a naming convention. And yet - your test library is still a …
The REST Assured Setup Nobody Shows You: Handling Auth Tokens That Expire Mid-Suite
Most REST Assured tutorials show you a single given().when().then() against a sample API and call it done. That's fine for learning the syntax, but it…
Зачем AI-ассистенту пирамида тестирования, или Как скормить слона нейросети по кусочкам
Привет! Это снова Михаил Федоров. В первой статье я рассказал про архитектуру QA Assist — системы из 11 AI-агентов для автоматизации тестирования. Во …
AI-Native Workflow: The Operating Manual for Your Agent
Imagine your first day on a new team. The codebase is well organized, the docs are written, the linter is configured. Nobody, however, tells you how t…
QA is not clicking buttons: it is the quality gatekeeper for the whole SDLC
QA gets stereotyped into a clicker-of-buttons role: open the app, walk the flow, file a Jira ticket when something looks wrong. That caricature is wha…
Как мы сократили подготовку к тестированию на 70% с помощью AI-агентов
За последние пару лет AI начал постепенно проникать в инженерные процессы разработки. Сначала это были генераторы кода, затем инструменты анализа лого…
REST API Testing: What Every QA Engineer Must Know
Imagine this: you test a POST endpoint that creates a new user. It returns 201 Created . You mark the test as passed and move on. Two weeks later, pro…
Зелёные галочки лгут: почему AI пишет тесты, которые ничего не тестируют, и как это починить
На QA-митапе инженер из крупной продуктовой компании показал: AI-агент пишет тесты — все зелёные, но баги не находят. Моки подогнаны, ассерты подменен…
Why Single-Pass AI Test Generation Produces Garbage
After 9 years of writing test cases manually, I built an AI tool that generates them from User Stories. The first version used a single API call. The …
Autonomous Testing Agents vs Traditional Test Automation
Originally published on ATHelper Blog TL;DR Autonomous testing agents use AI to explore, discover, and test software without hand-written scripts, whe…
WICK-A11Y v3.0.1: Cypress v16 Ready - Upgrade Without Fear (Fully Backward Compatible)
ACT 1: EXPOSITION Ok, Cypress v16 is coming, and our always-friendly Cypress environment variables are going to be revamped. Why? Security reasons. Cy…
I Built a Test Data Generator for 38 Countries — Here's What I Learned
Every Android dev has typed "John Doe" into a form at some point. Then " [email protected] ." Then "+1234567890." Then some fake address that you made up …