WRITING
Writing
Thoughts on QA, release management and technical delivery, especially where process, evidence and delivery pressure do not quite agree.
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Testing AI Features When the Answer Is Probabilistic
AI testing cannot rely on single expected results. QA needs evidence that matches uncertainty, risk, and real product decisions.
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The Real Job Is Better Decisions, Not More Testing
A senior QA reflection on why the real work is not more testing, but better decisions under pressure and imperfect evidence.
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AI in Testing: Where It Actually Helps vs Where It’s Mostly Theatre
A senior QA view on practical AI wins in test strategy, triage, and maintenance – and the hype patterns that waste time and erode trust.
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Friday the 13th Release: 13 QA “Curses” That Aren’t Bad Luck
Friday the 13th, but make it professional: 13 repeatable failure modes that masquerade as “bad luck” – and the antidotes that actually work.
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How Test Automation Has Changed: From Heavy Frameworks to Flexible Tools
Five years ago, Selenium was king. Today, web automation is a toolchain: E2E runners, component workflows, visual AI, cloud grids, and low-code platforms – plus a different tester mindset.
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Make Risk Explicit: A Calm, Practical Quality Thesis for 2026
A positive QA and release management mindset shift: make risk explicit to ship with fewer surprises, better decisions, and calmer delivery.
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