Thoughts
Notes on QA strategy, Playwright/Cypress architecture, CI reliability, and AI-assisted testing.
2025-12-21
CI Reliability > CI Speed (Most Teams Get This Wrong)
Speed matters, but reliability is what builds trust. Here’s how I prioritize pipeline signal.
2025-12-20
How I Think About Scaling a Playwright Framework
A practical approach to structure, stability, reporting, and CI execution without over-engineering.
2025-12-19
Do AI Test Agents Belong in CI Pipelines? An Honest Take
Why agents like Planner/Generator are instruction-driven, and when CI integration actually makes sense.