Straight talk on shipping quality software

Test automation ROI is not just time saved on manual testing. The fuller math, what to include, and where the calculation actually breaks down.

Mohammad Khan · August 24, 2026 · 9 min read

How to get Playwright running reliably in CI, not just locally: environment setup, a CI config that holds up, and wiring it into the release gate.

Mohammad Khan · August 24, 2026 · 9 min read

Playwright vs Selenium in 2026: where Playwright wins clearly, when an existing Selenium suite still makes sense, and how migration works.

Muhammad Ali · August 24, 2026 · 9 min read

AI tools can draft a test suite from a feature description in minutes. What that speed actually buys a QA team, and the coverage gaps it leaves behind.

Muhammad Ali · August 24, 2026 · 8 min read

Self-healing test frameworks promise fewer flaky failures from every UI change. How the self-healing actually works, and where blind trust backfires.

Mohammad Khan · August 25, 2026 · 9 min read

Agentic testing decides what to test, not just how to run it. What that autonomy loop actually looks like, where it earns trust, and where it does not.

Mohammad Khan · August 31, 2026 · 9 min read

Running every test on every change stops scaling long before a suite gets huge. How AI-powered test selection decides what to skip, and what it risks.

Muhammad Ali · August 31, 2026 · 8 min read

A decision framework for what to do with a flaky test, when to fix the root cause, when to quarantine it, and when it no longer earns its place in the suite.

Mohammad Khan · September 4, 2026 · 11 min read

Codeless test automation lowers the barrier to writing a test. It does not remove the need for real test data, device coverage, or a testing strategy.

Mohammad Khan · September 15, 2026 · 5 min read