Topic:Shift-Left
All architectural insights related to "Shift-Left".
- Test-Architecture Agentic-AI
From Selector Hunting to Capability Contracts
AI element location in Playwright should move beyond selector generation toward governed capability contracts in source code, verified at runtime.
Published:Approx. 5 min read - DevOps Quality-Gate
On-Demand Environments as the Real Quality Gate
Why Unit Tests and Code Reviews are failing us, and how ephemeral, on-demand environments for every PR are the only real path to building a culture of quality.
Published:Approx. 4 min read