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Test Automation

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QA Engineer vs SDET vs Quality Engineer
Test Automation
QA Engineer vs SDET vs Quality Engineer: What’s the Difference?

QA Engineer, SDET, and Quality Engineer roles increasingly overlap, but their engineering scope differs. Learn how responsibilities, automation, programming, architecture, CI/CD, observability,…

Shahnawaz Khan Aug 17, 2026 29 min read
TencentDB Agent Memory Setup Environment
Cloud & Databases
TencentDB Agent Memory Setup: Configure Your First Working Environment

Learn how to configure a working TencentDB Agent Memory environment, validate the Gateway, protect credentials, test persistence, and build a reproducible setup.

Shahnawaz Khan Aug 17, 2026 38 min read
What is QA engineering modern software quality testing automation and CI CD
Test Automation
What is QA Engineering? A Practical Guide to Modern Software Quality

What is QA engineering? It is the engineering discipline of building reliable systems for preventing, detecting, measuring, and continuously improving software quality…

Shahnawaz Khan Aug 17, 2026 27 min read
What is Playwright explained through a browser automation testing workflow for QA engineers
Test Automation
What is Playwright? A Powerful Guide to Modern Web Testing and QA Engineers

What is Playwright? This guide explains Playwright from a QA engineering perspective, including its architecture, browser automation capabilities, advantages, limitations, and comparison…

Shahnawaz Khan Aug 17, 2026 28 min read
QA engineer portfolio showing Playwright API performance AI mobile testing and observability projects
Engineering & Career
QA Engineer Portfolio: 7 Powerful Projects That Get Interviews in 2026

A strong QA Engineer Portfolio should prove engineering ability rather than simply list tools. Explore seven practical projects that demonstrate automation, API…

Shahnawaz Khan Aug 17, 2026 28 min read
Graph testing behavioral states and transitions compared with linear test automation for QA
AI in Testing & QA
Graph Testing: The Critical QA Layer After Loop-Based Test Automation

Traditional test automation validates individual scenarios, but complex systems require more than isolated scripts. Graph testing adds a behavioral layer that models…

Shahnawaz Khan Aug 17, 2026 40 min read
AI test automation with humans in the loop showing an AI testing agent and SDET approval workflow
AI in Testing & QA
AI Test Automation With Humans in the Loop: Governance, Metrics, and the Practical Guide

AI test automation with humans in the loop combines AI-driven test creation, context-aware analysis, automated validation, and human judgment to build more…

Shahnawaz Khan Aug 17, 2026 40 min read
Test Automation Framework Warning Signs
Test Automation
Test Automation Framework Health: 9 Signs Your Tests Are Lying to You

Your test automation framework may look mature because it has hundreds of tests, reports, CI pipelines, and sophisticated utilities. But test count…

Shahnawaz Khan Aug 16, 2026 29 min read
QA to AI Engineer Roadmap
AI in Testing & QA
From QA to AI Engineer: 7 Proven Steps for a Powerful Career Shift (Complete Guide)

The transition from QA to AI Engineer does not require starting your career over. Learn how automation, APIs, CI/CD, testing, and debugging…

Shahnawaz Khan Aug 16, 2026 28 min read
Claude Code 2.1.233 GitLab and MCP workflow
Tool News
Claude Code v2.1.233: GitLab MRs, Safer Builds, Smarter Sessions and MCP Fixes

Claude Code 2.1.233 focuses on making AI-assisted development more reliable and controllable, introducing GitLab merge-request support, Linux memory limits, MCP connection fixes,…

Shahnawaz Khan Aug 15, 2026 29 min read