Qa

4 articles about qa.

1.6M Git Events Show AI Code Needs More QA

·12 min read

When AI agents generate most of your code, your review process must scale to match. Analysis of 1.6 million git events reveals where QA breaks down - and how to fix it.

code-reviewqaai-codinggitdeveloper-workflow

Passing Tests Don't Mean Your AI Agent Actually Works

·2 min read

Your test suite passed but the agent fails in production. Mocked OS interactions, missing edge cases, and the gap between test coverage and real-world AI

testingai-agentreliabilityqaproduction

Testing AI Agents Against Real User Scenarios, Not Developer Assumptions

·2 min read

Tests verify what you thought to test, not what users actually do. How to build AI agent test suites that cover real-world behavior instead of developer

testingai-agentuser-behaviorqaproduction

Testing AI Agents with Accessibility APIs Instead of Screenshots

·2 min read

Most agent testing relies on screenshots which break constantly. Accessibility APIs give you the actual UI structure - buttons, labels, states. Tests that

testingaccessibility-apiscreenshotsreliabilityqa

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