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qa
10 postsReliable Browser Testing Is About State, Not Clicking
Reliable browser testing depends on managing dynamic forms, parallel CI, feature flags, and multi-tenant permissions—state control matters more than clicks.
When Green Tests Lie: Ten Patterns Behind False Positives
Ten real examples from a single audit day show how passing tests and checks can mask broken software, and how to actually test the checkers themselves.
The AI Agent Hunting Bugs in My App While I Sleep
One AI agent hunts bugs in a live app hourly while another reproduces and fixes them, using confidence scoring and reproduction rules to stay trustworthy.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comAI Testing Isn't One Problem: Selectors, Search, Streaming, and Review
An analysis of how AI-driven testing tools must separately address self-healing selectors, search quality, reranking, and streaming settings panels—each with distinct risks.
Building a Transpiler to Migrate Over 4,000 Tests to Playwright
The migration of over 4,000 tests to Playwright highlights the need for a transpiler. This transition is vital for enhancing QA efficiency.
Sentinel: Open-Source QA Agent Reads Your Code Before Testing
Sentinel is an open-source QA agent that analyzes and tests code. It identified critical business flows in a hotel management system.
API Fixture Pattern for Email Regression Testing
API tests often ignore email content. This piece covers a lightweight pattern using disposable inboxes and compact fixtures to catch email regressions.
My AI QA agent said "all features working." The canvas was blank.
AI QA agents struggle to verify dynamic rendering in hidden tabs. Explore solutions and key findings here.
UX Bugs: What Your QA Process Might Be Missing
Explore overlooked UX bugs in QA processes and how to address them.
The Hard Part of PR Testing Often Comes Before the Test
Understanding what a change should prove before testing is crucial in PR reviews. QAMap helps streamline this process.