Quality Harness Engineering: Shift Harness's collection on software engineering metrics. Expect field-tested guidance on software engineering metrics, written for CTOs and delivery teams.
Quality Harness Engineering
Code review used to be one of the slowest steps in software delivery. AI did not fix that. It made it worse and more important at the same time. The redesign is not one AI reviewer replacing one human. It is a layered quality gate where every kind of risk has the right reviewer.
Quality Harness Engineering
Code generation throughput rose. Review capacity did not. By the time the defect graph moves, the quality gate posture is months behind. Seven gates, in pipeline order, with named human owners, before the human reviewer is asked to catch everything AI generated.
Quality Harness Engineering
AI coding agents generate from briefs. When the brief is a text spec, every interaction surface gets filled with a plausible default - and the feature passes every check before a real user breaks it in three seconds.
Quality Harness Engineering
Quality Harness Engineering: The Emerging Stack for Reliable AI Systems