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.

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Senior QA Automation

Engineer & blogger

10+ years

In quality engineering

Ukraine

Remote · global

tests/login.spec.ts

1import { test, expect } from '@playwright/test';

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

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Programming

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

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Apr 24, 2026 8 min read

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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

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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

What I help teams build

Get in touch

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

Understand

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

Generate

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

Automate

Robust tests with AI pair-programming and smart suggestions.

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

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Use insights to harden suites and reduce regressions.

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Engineering quality.
Automating the future.
Building with AI.

From the engineering notebook

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

Generative AI in Software Testing: The Art of Precision QA

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

Engineer. Automator. Lifelong learner.

What I help teams build

QA Automation Frameworks

API & Integration Testing

Performance & Load

Security-Oriented Testing

AI-Assisted QA Workflows

CI/CD Quality Gates

A practical loop, augmented at every stage

Understand

Generate

Automate

Execute

Analyze

Improve

Browse by topic

Programming

AI Coding

Documentation

DevOps

Technology

Pentesting

Fresh from the blog

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

Generative AI in Software Testing: The Art of Precision QA

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

Agent Skills: A Project Memory System That Saves Hours

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

Have a project, problem, or idea worth automating?

Engineering quality. Automating the future. Building with AI.

From the engineering notebook

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

Generative AI in Software Testing: The Art of Precision QA

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

Engineer. Automator. Lifelong learner.

What I help teams build

QA Automation Frameworks

API & Integration Testing

Performance & Load

Security-Oriented Testing

AI-Assisted QA Workflows

CI/CD Quality Gates

A practical loop, augmented at every stage

Understand

Generate

Automate

Execute

Analyze

Improve

Browse by topic

Programming

AI Coding

Documentation

DevOps

Technology

Pentesting

Fresh from the blog

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

Generative AI in Software Testing: The Art of Precision QA

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

Agent Skills: A Project Memory System That Saves Hours

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

Have a project, problem, or idea worth automating?

Engineering quality.
Automating the future.
Building with AI.