Framing Automation-Based AI

I recently talked about a focus on being able to test an AI before you trust an AI to test for you. Here I want to provide a bit more focus on how worth it this idea might be. But my goal here is not to dampen the spirits of those who want to build such tools; rather I want to suggest some of the challenges and provide a bit of the vocabulary. I want to give you a way to frame the current situation with AI and its value as a test-supporting technology.

Continue reading Framing Automation-Based AI

Testing AI … Before Testing With AI

A lot of testers are talking about how to use artificial intelligence (AI) or machine learning (ML) to be the next biggest thing in the test tooling industry. Many are in what seem to be a lemming-like hurry to abdicate their responsibilities to algorithms that will do their thinking for them. Those same testers, however, often have absolutely no idea how to actually test such systems in the first place. So let’s dive into this a bit.

Continue reading Testing AI … Before Testing With AI

The (Testing) Prison of Representation

The general idea of a prison of representation is when you are locked into some means or method of being understood. This means of “being locked” can come from the past and, interestingly enough, from the future. I believe testing, as a discipline, is in danger of being in such a prison. Let’s talk about this.

Continue reading The (Testing) Prison of Representation

The Constraints of (Testing) History

As a specialist tester, one has been doing this since the early 1990s, it’s interesting to follow the contours of a notoriously fractious discipline. A discipline that is often populated by articulate but frustratingly argumentative practitioners. I say “frustratingly” not because argumentation is bad (it isn’t) but because that argumentation often turns into becoming an instinctive contrarian and a ruthless, rather than pragmatic, skeptic.

Continue reading The Constraints of (Testing) History

An Ode to Testability, Part 6

We’re continuing to build out our Benchmarker application, putting pressure on design as we go and keeping testability front-and-center as the quality attribute we want to provide, enhance, and maintain. Keep in mind we’re still slogging toward value, assuming that, for the most part, we’re handling correctness as we go along.

Continue reading An Ode to Testability, Part 6

An Ode to Testability, Part 5

In the previous post we ended up creating tests with a context. And that context was allowing us to bridge the gap between correctness and value while also continuing to put focus on testability. We saw some warning signs along the way but, overall, made progress. Here we’ll continue that progress and also start to see how while testability is something to strive for, just doing so by itself guarantees us very little.

Continue reading An Ode to Testability, Part 5

An Ode to Testability, Part 4

Here we’ll continue on from the previous posts, getting more and more into aligning correctness of implementation with value for the business. We’re also going to look a bit at that line where the “unit test” starts to shade into an “integration test” and thus where a “programmer test” might start becoming a “customer test.”

Continue reading An Ode to Testability, Part 4

An Ode to Testability, Part 3

Here we’ll continue on from the first and second posts in this series. We made a good start with looking at the idea of correctness and attempting to encode our assumptions about that correctness in the form of code that was driven by tests. So let’s keep evolving our Benchmarker application.

Continue reading An Ode to Testability, Part 3

An Ode to Testability, Part 2

We’re going to continue on from the first post in this series by starting to build our Benchmarker application. In the first post we considered design pressure on value. Now we’re going to get into correctness. Value and correctness are two sides of the testability coin. So let’s get started.

Continue reading An Ode to Testability, Part 2

A Plea for Testability

Part of achieving quality in software means treating testability as a primary quality attribute. Once you do that, you can then adapt your requirements and development styles from that point of view. Whether you call that “agile”, “lean”, “scrappy” or whatever else is largely beside the point. The focus is on testability. But let’s talk about what that means.

Continue reading A Plea for Testability

Testers and Future Angst

I see a lot of vocal pundits in the testing world saying that artificial intelligence (by however they choose to define that) is no threat to future testing. I’ll ignore for a moment that most of these pundits get AI wrong — equating it, as they do, with “better algorithms” — but I won’t ignore that they seem to forget a key point: will there be a perception that AI can handle future testing?

Continue reading Testers and Future Angst

Should Testers Become Developers?

There is a distinction between “being a programmer” and “being a developer.” Yet those two terms get conflated in our industry quite a bit. The idea of a tester also gets conflated with … which? Programmer or Developer? That very much depends. Combine what I just said with the idea that many testers feel that DevOps has caused a decline in testing. Is there a correlation there? And should testers become developers? Let’s talk about this.

Continue reading Should Testers Become Developers?