Articles on building better software.
My take on engineering quality, AI driven delivery, and what it takes to scale a software team. Written from fifteen years of doing the work. New article every couple of weeks.
Latest notes
- 01Quality Systems · 4 min read
Quality is a systems problem, not a testing problem.
Why throwing more QA at a broken pipeline never works, and what I do instead.
Quality EngineeringSystems ThinkingCI/CDDefect Prevention - 02AI & Delivery · 5 min read
Letting AI write the tests humans never would.
How I embed AI generated regression coverage into a CI pipeline without the noise.
AI Driven TestingTest AutomationCI/CDMachine Learning - 03Org Design · 6 min read
Unifying engineering after a merger.
Five teams, one delivery cadence. What I did when integrating engineering after an acquisition.
Org DesignPost Merger IntegrationEngineering LeadershipDelivery Cadence - 04AI & Delivery · 5 min read
Predicting flaky tests with Random Forest.
How I used a Random Forest classifier on test metadata to quarantine flaky tests before they ever ran, and earned developer trust back.
AI Driven TestingFlaky TestsMachine LearningQuality Engineering - 05Leadership · 4 min read
Unpopular opinion that might save your career.
If you are a Senior Manager, Director, or VP in Quality Engineering and you are not still hands-on and technical, you are already obsolete.
Engineering LeadershipQuality EngineeringAI TestingLLM Testing
04 / Framework
The ATQI Framework™
AT Quality Intelligence is a systems based operating model for embedding AI driven quality into enterprise scale engineering. Built on observability, adaptive execution, and delivery intelligence.
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One short, useful article every couple of weeks. Real situations from leading engineering teams, written from my own experience.