Most teams evaluating AI for test automation ask the wrong question, run a two-hour demo, and come out with either hype or disappointment. Both outcomes are useless because the thing being measured was never defined.…
Shrinking a regression suite is usually proposed in a meeting and executed with a text editor. Someone says “these tests take too long,” a list of candidates gets assembled from memory, and two hundred tests…
Which Part of an AI Agent Cannot Be Tested An agent that calls tools, hits APIs and moves through states is mostly ordinary software. Input validation, prompt assembly, tool dispatch, retry logic, state transitions, response…
Mocks Passed, Production Broke: A Familiar Story Most integration failures in a microservice estate are not coding errors. They are stale assumptions. A consumer team wrote a mock for GET /orders/42 eighteen months ago, the…
Why Tool Selection Still Happens on the Wrong Criteria Most tool decisions I see defended in RFC documents rest on three arguments: the syntax feels nicer, the tool is popular right now, or the team…
