Tagged articles

intent-driven testing

3 articles · Page 1 of 1
FunTester
FunTester
Aug 16, 2026 · Fundamentals

Rethinking Test Foundations for the AI Era

As AI coding agents accelerate UI changes, traditional selector‑based tests become brittle, so the article proposes five 2026‑ready testing fundamentals—intent‑driven specifications, built‑in self‑healing, native agent verification, PR‑gate quality checks, and storing tests alongside code—to align feedback speed with rapid delivery.

AI testingCI quality gatesE2E testing
0 likes · 14 min read
Rethinking Test Foundations for the AI Era
转转QA
转转QA
May 28, 2026 · Operations

How AI Is Redefining QA: Lessons from an On‑Site Recycling Team

In the AI coding era, traditional test‑after‑code practices cause missed bugs, so a recycling‑service QA team adopts intent‑driven testing, business‑view AI code review, and risk‑focused automation to transform testers into AI‑assisted quality strategists.

AI code reviewAI testingQA Automation
0 likes · 10 min read
How AI Is Redefining QA: Lessons from an On‑Site Recycling Team
FunTester
FunTester
Apr 4, 2026 · Industry Insights

Why AI Accelerates Development but Makes Testing Harder: Embracing Intent‑Driven Testing

Generative AI has boosted code creation speed, yet testing lags behind, leading to noisy, costly test suites; the article argues that shifting from simple test case generation to intent‑driven testing—defining business intent, risk, and acceptance criteria—restores semantic value and improves test efficiency.

AI testingintent-driven testingsoftware testing
0 likes · 12 min read
Why AI Accelerates Development but Makes Testing Harder: Embracing Intent‑Driven Testing