Writing on engineering, delivery, quality, and the systems behind reliable products.

Manual and automated testing both matter. The strongest teams know where each adds value, and why trying to automate everything is usually a mistake.

Missing tests create risk, but flaky tests create confusion. Good automation should build trust, not train teams to ignore the signal.