IDEAS, DECISIONS & LESSONS
Notes on AI, architecture and building useful products.
3 articles
05 Mar 2026 · 8 min read
automation
Move beyond vanity metrics. Learn to track test coverage, defect escape rate, flakiness, and automation ROI. Build a quality dashboard and run retrospectives that drive real improvement. Part 9 of the QC team's guide to automation with AI.
Read more19 Feb 2026 · 8 min read
leadership
A practical strategy for choosing what to test first, production monitoring with Checkly, knowledge base accuracy tracking, team adoption, and building a quality culture when your app uses AI. Part 4 of the series.
Read more18 Feb 2026 · 7 min read
ci-cd
Building a CI/CD pipeline with GitHub Actions that enforces test coverage, performance budgets, visual regression, and AI response quality checks on every PR. Part 3 of the AI-powered quality engineering series.
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