Test AutomationPOM still wins in 2026: keep page classes small, put assertions in tests, use stable locators and proper waits, share components, and structure folders so one UI change fixes one file—not fifty tests.
AI TestingWhen LLMs invent selectors, APIs, or assertions that never existed in your app: taxonomy of test hallucinations, why they happen under the hood, static and runtime detection, OpenAPI and DOM grounding, CI guardrails, and review loops that keep AI-assisted automation safe.
Test AutomationStop “passes here, fails in GitHub”: same installs as local, Playwright browsers with Linux deps, save reports when builds fail, secrets for URLs and logins, and a clear workflow plus config so every pull request gets checks people still trust.
Test AutomationUnified API and UI automation in Gherkin: Maven setup, karate-config.js for environments, REST/GraphQL/SOAP examples, Selenium and Playwright UI flows, mocks, parallel runs, HTML reports, CI/CD, and when Karate fits your team.