AI IN QA WORKS. WHO PAYS THE TOKEN BILL?
Playwright MCP and AI agents look great in demos, but token cost, review, retries and operations decide whether a QA workflow has any ROI.
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LLMS DON'T READ REQUIREMENTS LIKE TESTERS DO
Why an LLM can write beautifully formatted test cases while missing contradictions, inventing test oracles and quietly legalising bugs.
WRITE BUG REPORTS DEVELOPERS WANT TO FIX
How to write a bug report that someone else can reproduce, understand and start fixing without having to guess what the tester meant.