ArtStroy logo
ArtStroy qa · ai · engineering
QA AUTOMATION · AI CODING · ENGINEERING PRACTICE

Engineering quality.
Automating the future.
Building with AI.

Practical articles, automation frameworks, and AI-assisted workflows for teams that ship reliable software faster — without sacrificing quality.

Read Latest Articles About me
Senior QA Automation
Engineer & blogger
10+ years
In quality engineering
Ukraine
Remote · global
tests/login.spec.ts
1import { test, expect } from '@playwright/test';
2
3test('login flow', async ({ page }) => {
4 await page.goto('/login');
5 await ai.fill('email', user.email);
6 await ai.fill('password', ••••);
7 await expect(page).toHaveURL('/dash');
8});
terminal — pytest
$ npx playwright test
Running 54 tests using 4 workers
✓ auth.spec.ts (2.1s)
✓ checkout.spec.ts (4.8s)
✓ ai.assist.spec.ts (1.2s)
54 passed in 1m 12s
› All checks passed ✔
QA Automation Flow
Plan
→
Generate
→
Execute
Analyze
→
Report
→
Ship
Test Results
92.4%
Coverage
Passed54
Failed0
Skipped2
AI Assistant — suggested cases
Happy path login
Invalid credentials
Locked account
~/projects/artstroy/e2e
$ ai-qa generate --from spec.md
analyzing requirements with claude-sonnet…
found 14 user flows, 38 edge cases
✓ generated 52 test cases
$ npx playwright test --project chromium
Running 52 tests using 6 workers
✓ [chromium] auth › sign in (1.4s)
✓ [chromium] checkout › apply coupon (2.1s)
✓ [chromium] ai-assist › propose fix (0.9s)
✓ [chromium] api › contract validation (1.2s)
52 passed (1m 47s)
› Coverage: 92.4%  ·  Flakiness: 0%
✦ AI summary: 3 risk areas detected, 2 selectors hardened automatically
$  
CI / CD Pipeline · main
Quality gate passed
✓
Pushinstalled deps
12s
✓
Install5.2MB
41s
✓
Lint0 issues
18s
✓
Unit148 tests
2m 04s
✓
E2E52 tests
3m 21s
✓
SecurityOWASP
1m 12s
✓
Buildartifacts
58s
✓
Deploystaging
1m 34s
AI flagged 1 selector regression — auto-healed
tests/checkout.spec.ts · line 42 · using accessible role lookup
FEATURED ARTICLES

From the engineering notebook

Abstract editorial hero: charcoal code-diff columns with green syntax hints and violet suggestion blocks, suggesting AI-assisted pull request review
Programming

GitHub Copilot for PR Reviews: Workflow, Guardrails, and Templates

Treat Copilot as a fast first pass on pull requests—not an approver. Tiers of adoption, repo instructions, CI pairing, and copy-ready templates for serious teams.

Apr 24, 2026 8 min read
Generative AI in Software Testing: The Art of Precision QA
Technology

Generative AI in Software Testing: The Art of Precision QA

An guide to Generative AI in testing: from requirements to automation, failure diagnosis, and reports both QA teams and business can trust.

Apr 16, 2026 4 min read
Ocean's 18: The Token Heist — How to 5x Your Claude Code Budget
AI Coding

Ocean's 18: The Token Heist — How to 5x Your Claude Code Budget

18 battle-tested hacks to slash Claude Code token waste, organized into three tiers from quick wins to advanced strategies. Stop burning budget on invisible overhead.

Apr 3, 2026 14 min read
View all articles
Author photo
Ukraine · remote
ABOUT THE AUTHOR

Engineer. Automator. Lifelong learner.

I'm a Senior QA Automation Engineer with 10+ years of experience building reliable test automation, frameworks, and developer tools. I combine engineering discipline with AI-assisted workflows to help teams deliver high-quality software faster.

50+
Projects
2300+
Upwork hours
15+
Tools & frameworks
10+
Years experience
More about me LinkedIn GitHub
SERVICES & EXPERTISE

What I help teams build

QA Automation Frameworks

Playwright, WebdriverIO, Cypress — scalable test architecture for web, mobile, and APIs.

PlaywrightWebdriverIOCypress

API & Integration Testing

REST, GraphQL, WebSocket — contract validation, test data, and reporting.

PostmanRESTGraphQL

Performance & Load

k6, Locust — bottleneck analysis, traffic simulation, and stress scenarios.

k6LocustLighthouse

Security-Oriented Testing

OWASP Top 10, Burp Suite, ZAP — risk-based smoke checks and posture reviews.

OWASPBurpZAP

AI-Assisted QA Workflows

AI for test design, PR review, debugging, and failure analysis. Practical, not hype.

ClaudeCopilotOpenRouter

CI/CD Quality Gates

GitHub Actions, GitLab CI, Docker — automated runs, reporting, and release confidence.

GH ActionsGitLabDocker
AI FOR QUALITY ENGINEERING

A practical loop, augmented at every stage

01

Understand

Analyze requirements, risks, and user flows with AI assistance.

02

Generate

AI proposes test ideas, scenarios, and structured test data.

03

Automate

Robust tests with AI pair-programming and smart suggestions.

04

Execute

Run tests in parallel across CI, collect results and traces.

05

Analyze

AI clusters failures, finds root causes, surfaces flakiness.

06

Improve

Use insights to harden suites and reduce regressions.

CATEGORIES

Browse by topic

View all

AI Coding

2 articles

Programming

2 articles

DevOps

4 articles

Pentesting

5 articles

Technology

1 article

Documentation

3 articles
LATEST ARTICLES

Fresh from the blog

View all

GitHub Copilot for PR Reviews: Workflow, Guardrails, and Templates

Programming Apr 24, 2026
8 min

Generative AI in Software Testing: The Art of Precision QA

Technology Apr 16, 2026
4 min

Ocean's 18: The Token Heist — How to 5x Your Claude Code Budget

AI Coding Apr 3, 2026
14 min

Agent Skills: A Project Memory System That Saves Hours

AI Coding Mar 23, 2026
11 min

DevOps and Agile: Complementary, Not Competing (Day 4)

DevOps Mar 19, 2026
4 min
LET'S BUILD SOMETHING RELIABLE

Have a project, problem, or idea worth automating?

I help engineering teams design test strategies, build automation frameworks, and ship AI-assisted QA workflows that compound in value.

Get in Touch Subscribe