Risk over ritual
The goal is not more ceremony. The goal is clearer release risk and better decisions.
QA Field Guide
The serious professional reference — strategy, automation, metrics, end-to-end testing, and AI in QA. Evergreen, opinionated, and built from real release cycles.
Systems thinking
Most quality failures come from system gaps, not individual effort gaps.
Leader-readable signal
QA reporting should explain what matters, why it matters, and what action is needed.
01
QA Strategy
release readinessregression strategyrisk-based testingdefect triagetest planning
02
Automation
SeleniumTestNGRest Assuredflaky-test repairnightly runsAPI automationCI/CD testingpage object patterns
Guides in progress — first writeups landing soon.
03
Metrics & Reporting
pass ratedefect densityrelease confidenceincident analysisQA dashboards
Guides in progress — first writeups landing soon.
04
E2E Testing
environment readinesstest datacross-team dependenciespayment flows
Guides in progress — first writeups landing soon.
05
AI in QA
Codex-assisted testingprompt workflowstest generationlog analysisdoc automation
Guides in progress — first writeups landing soon.