Insights
Notes on quality, automation & AI
Practical articles on QA leadership, testing AI features, Playwright automation and building resilient web applications.
Web APIs
Building Resilient Web APIs: Timeouts, Retries and Idempotency
Every network call will eventually fail. Designing for that from day one with timeouts, safe retries and idempotency keys keeps small blips from becoming outages.
3 min readPlaywright
Playwright E2E Without the Flakes: Patterns We Use on Every Project
Flaky end-to-end tests erode trust faster than having no tests at all. These Playwright patterns keep suites fast, stable and worth listening to.
2 min readQA & AI
Testing AI Features: A QA Playbook for Non-Deterministic Systems
LLM-powered features don't give the same answer twice, so classic pass/fail assertions break down. Here's how to build real release confidence anyway.
3 min read
