5 min read
Why Your QA Backlog Never Actually Shrinks
The QA backlog isn't really a staffing problem — it's a workflow problem. Here's where the hours quietly disappear.
Vikram Singhal · Principal QA Architect
Blog
Notes on modern QA
Practical thinking on test authoring, automation, and clearing the work that piles up in a QA backlog.
6 min read
From Jira Ticket to Playwright Test, Without the Copy-Paste
What it actually takes to turn an acceptance criterion into a runnable, CI-wired Playwright spec — reliably, every time.
Victor Tan · Test Automation Lead
4 min read
Reviewed, Not Rubber-Stamped: The Case for Human-in-the-Loop AI QA
AI that writes tests is only useful if a human still owns what ships. Why the approval gate is the whole point.
Marcus Bennett · QA Engineering Manager