https://ihabnk.org QA Engineer turned AI Product builder. Notes on AI quality, evals, and product engineering. en https://ihabnk.org/reviews/selenium-vs-playwright https://ihabnk.org/reviews/selenium-vs-playwright Sun, 10 May 2026 00:00:00 GMT For new projects, Playwright wins on speed, reliability, and DX. Selenium still wins when you need cross-language support across legacy enterprise stacks. Testing Automation Browsers https://ihabnk.org/blog/ai-changing-qa-role https://ihabnk.org/blog/ai-changing-qa-role Mon, 04 May 2026 00:00:00 GMT A deep look at how AI tools are reshaping quality engineering — and why the skill of breaking systems is more valuable than ever. AI/ML Engineering https://ihabnk.org/blog/self-testing-agent-python https://ihabnk.org/blog/self-testing-agent-python Sat, 18 Apr 2026 00:00:00 GMT Step by step: building a software agent that writes its own test cases, runs them, and learns from failure. Engineering AI/ML https://ihabnk.org/reviews/cypress-vs-playwright https://ihabnk.org/reviews/cypress-vs-playwright Wed, 08 Apr 2026 00:00:00 GMT Cypress is the friendlier developer-experience for a single web app. Playwright is the better choice for multi-domain, multi-context, or cross-browser flows. Testing Automation https://ihabnk.org/reviews/best-test-automation-tools https://ihabnk.org/reviews/best-test-automation-tools Mon, 30 Mar 2026 00:00:00 GMT Most teams need three tools, not one: a browser tool (Playwright or Cypress), a mobile tool (Appium or Detox), and an API/contract tool (Pact or RestAssured). Testing Automation CI/CD https://ihabnk.org/blog/scrum-age-of-ai-tools https://ihabnk.org/blog/scrum-age-of-ai-tools Sun, 22 Mar 2026 00:00:00 GMT How Scrum teams adapt to the wave of AI tooling without losing the rhythm of collaboration. Scrum Product https://ihabnk.org/reviews/best-api-testing-tools https://ihabnk.org/reviews/best-api-testing-tools Wed, 18 Mar 2026 00:00:00 GMT Postman remains the default for most teams. Bruno is the credible open-source alternative if you want collections in git and no telemetry. RestAssured stays the JVM standard. Testing API Tools https://ihabnk.org/blog/digital-privacy-ai-era https://ihabnk.org/blog/digital-privacy-ai-era Wed, 11 Feb 2026 00:00:00 GMT What product builders need to consider when shipping data-driven AI products. Product AI/ML https://ihabnk.org/blog/evals-are-the-new-tests https://ihabnk.org/blog/evals-are-the-new-tests Fri, 30 Jan 2026 00:00:00 GMT Why every team shipping AI features ends up rebuilding a test framework from scratch — and what the good ones look like. AI/ML Engineering https://ihabnk.org/blog/shipping-llm-features-in-prod https://ihabnk.org/blog/shipping-llm-features-in-prod Sun, 14 Dec 2025 00:00:00 GMT A practitioner's checklist for taking a prompt that works in a notebook and making it survive real users. Engineering Product https://ihabnk.org/blog/product-thinking-for-ai-tools https://ihabnk.org/blog/product-thinking-for-ai-tools Fri, 21 Nov 2025 00:00:00 GMT The features that look the most impressive in a demo are rarely the ones that keep users coming back. Here's what does. Product https://ihabnk.org/blog/why-quality-is-the-bottleneck https://ihabnk.org/blog/why-quality-is-the-bottleneck Thu, 09 Oct 2025 00:00:00 GMT Generating code with an LLM is the easy part. Knowing whether the generated code is right is the whole job — and it's harder than it sounds. Engineering AI/ML