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Thoughts on QA engineering, AI-powered testing, mobile automation and the future of software quality.

Self-Healing Testing Tools: The Future of Stable Testing

Self-Healing Testing Tools: The Future of Stable Testing

Broken locators are the single biggest maintenance tax in UI automation. Self-healing tools promise to pay it for you — here's how they work and where to stay skeptical.

Feb 11, 2025Read →
Optimal Methods and Metrics for LLM Testing

Optimal Methods and Metrics for LLM Testing

Large language models don't fail like traditional software. Here's how to build a testing strategy around non-deterministic outputs, and which metrics actually tell you something.

Dec 10, 2024Read →
The Impact of Quantum Computing on Software Testing

The Impact of Quantum Computing on Software Testing

Quantum computing will reshape what "verification" means. A look at how probabilistic hardware challenges classical QA and what testers can do to prepare.

Nov 27, 2024Read →
Mastering Remote QA Leadership

Mastering Remote QA Leadership

Leading a distributed QA team is a different craft from leading one in an office. Strategies for visibility, trust, and quality culture across time zones.

Nov 18, 2024Read →
Shift-Right Testing: Testing in Production

Shift-Right Testing: Testing in Production

Pre-production testing can only ever approximate reality. How feature flags, canary releases, and observability turn production itself into a controlled test environment.

Oct 23, 2024Read →
How ML Algorithms Can Optimize Test Coverage

How ML Algorithms Can Optimize Test Coverage

Test suites grow linearly but risk doesn't. How machine learning can prioritize, prune, and target tests where defects actually hide.

Oct 21, 2024Read →
The Future of Mobile Testing in 2025

The Future of Mobile Testing in 2025

Device fragmentation, AI-assisted tooling, and cross-platform frameworks are redrawing the mobile QA landscape. The trends and challenges that will define 2025.

Sep 19, 2024Read →
The Psychology Behind Error Reporting in QA

The Psychology Behind Error Reporting in QA

A bug report is a piece of communication between humans before it's a ticket in Jira. How framing, ego, and trust decide whether defects get fixed.

Jul 8, 2024Read →
Muhammad Usman
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