Thoughts on QA engineering, AI-powered testing, mobile automation and the future of software quality.
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.
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.
Quantum computing will reshape what "verification" means. A look at how probabilistic hardware challenges classical QA and what testers can do to prepare.
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.
Pre-production testing can only ever approximate reality. How feature flags, canary releases, and observability turn production itself into a controlled test environment.
Test suites grow linearly but risk doesn't. How machine learning can prioritize, prune, and target tests where defects actually hide.
Device fragmentation, AI-assisted tooling, and cross-platform frameworks are redrawing the mobile QA landscape. The trends and challenges that will define 2025.
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.