Insights
Notes on building quality systems.
Writing on test architecture, event-driven validation, quality gates, and the practical role of AI in testing.
No articles are published yet. The topics below are in preparation.
In preparation
- Planned
Designing tenant-aware automation for global enterprise platforms
Moving country and tenant variation out of test code and into configuration.
- Framework architecture
- Workday
- Planned
Testing event streams without sleeping
Asserting on asynchronous Kafka events with polling, correlation IDs, and observability evidence.
- Kafka
- Event-driven systems
- Planned
Quality gates that teams trust
What makes an automated release signal credible enough that people stop overriding it.
- CI/CD
- Quality governance
- Planned
Where AI belongs in a deterministic test suite
Using AI for generation and triage while keeping pass or fail decisions deterministic.
- AI-assisted QE
- Playwright