Harness Engineering for Autonomous Testing

For as long as software has been developed, there has been no shortage of voices demanding that quality assurance reinvent itself. We have participated in these discussions for twenty years on this very blog, tracking the various waves of automation, shift left methodologies, and continuous testing demands. The call to pivot is a familiar one [...]

2026-07-29T13:47:25+00:00July 29th, 2026|20 Years Archive, AI, Automation, Blog, Era 2023-Today, Testing|Comments Off on Harness Engineering for Autonomous Testing

Beyond True or False: Re-engineering Automated Testing for an AI Era

For thirty years, the entire discipline of automated testing lived inside a comfortable binary truth. You provided a specific input, you dictated an exact expected output, and you commanded the machine to compare them. If a single character deviated, the test failed. It was clean, unforgiving, and perfectly suited for deterministic code. But walk into [...]

2026-07-20T12:53:19+00:00July 15th, 2026|20 Years Archive, AI, Automation, Blog, Era 2023-Today, Testing|Comments Off on Beyond True or False: Re-engineering Automated Testing for an AI Era

When AI Outpaces Software Confidence

For years, the software industry has focused on one goal above almost everything else: increasing development speed. We have spent decades removing friction from the process of building software. Development environments improved, deployment pipelines became automated, cloud infrastructure eliminated provisioning delays, and test automation dramatically reduced the time required to validate changes. Every major advancement [...]

2026-07-20T12:53:20+00:00June 17th, 2026|20 Years Archive, AI, Blog, Era 2023-Today, Testing|Comments Off on When AI Outpaces Software Confidence

Sixteen Years Later: The Game Didn’t Change

The World Cup has started again. It always brings that familiar mix of noise, anticipation, and too much football everywhere you look. It’s one of those moments when the whole world feels slightly in sync for a while. Back in 2010, during the World Cup in South Africa, we wrote a post comparing football teams [...]

2026-07-20T12:53:20+00:00June 12th, 2026|20 Years Archive, Blog, Era 2023-Today, Testing|Comments Off on Sixteen Years Later: The Game Didn’t Change

The AI Testing Hangover: When More Automation Means Less Confidence

You sit down with your morning coffee, open your dashboard, and see 86 failed test runs from overnight. Two years ago, that would have meant a crisis. Today, it is just noise. Across many teams we work with, a pattern is emerging where these failures are no longer seen as urgent warnings but as expected [...]

2026-07-20T12:53:20+00:00May 18th, 2026|20 Years Archive, AI, Automation, Blog, Era 2023-Today, Testing|Comments Off on The AI Testing Hangover: When More Automation Means Less Confidence

Evaluating AI Generated Tests: Quality, Trust, and Behavioral Validation

In the ongoing discussion about AI in software testing, most articles and conversations focus on what generative models can do, how quickly they can produce test scripts, or how they can reduce manual effort. These discussions have value, but they often fall into predictable patterns: hype about capabilities, exaggerated claims, lists of benefits without context, [...]

2026-07-20T12:53:20+00:00April 13th, 2026|20 Years Archive, AI, Blog, Era 2023-Today, Testing|Comments Off on Evaluating AI Generated Tests: Quality, Trust, and Behavioral Validation

Quality Metrics That Matter. From Defects to Business Outcomes

If you have been in software testing long enough, you have probably seen metrics come and go like management trends. Twenty five years ago, quality dashboards looked very different from what we see today. Back then, the dominant question was simple. Did we test everything we planned to test. In the early 2000s, most organizations [...]

2026-07-20T12:53:21+00:00March 16th, 2026|20 Years Archive, AI, Blog, Era 2023-Today, Metrics|Comments Off on Quality Metrics That Matter. From Defects to Business Outcomes

The Twilight Email and the Ghost in the Machine

It started with a single, late-evening email that bypassed the usual noise of bug reports and feature requests. The subject line was haunting: "Is this the end of the software industry as we know it?" The sender wasn't a doomer or a luddite; they were a seasoned developer running complex agentic workflows, trying to build [...]

2026-07-20T12:53:21+00:00February 17th, 2026|20 Years Archive, AI, Blog, Era 2023-Today|Comments Off on The Twilight Email and the Ghost in the Machine

The Age of the Test Critic: Navigating the AI Coverage Tsunami

It is 2026, and the morning routine for a Quality Assurance lead has changed fundamentally from what it was just two years ago. Elias, a veteran tester at a mid-sized SaaS company, doesn’t start his day by writing test scripts. He doesn’t spend his first hour manually clicking through a new UI component. Instead, he [...]

2026-07-20T12:53:22+00:00February 9th, 2026|20 Years Archive, AI, Blog, Era 2023-Today, QA|Comments Off on The Age of the Test Critic: Navigating the AI Coverage Tsunami

Quality Debt: The Hidden Cost That Outgrows Technical Debt

I still remember a release meeting from years ago where everything looked perfect on paper. The build passed. The automated tests were green. The dashboard showed high coverage and zero critical issues. Someone even joked that this was the smoothest release we had ever had. Two days later, a customer reported a failure that stopped [...]

2026-07-20T12:53:22+00:00January 19th, 2026|20 Years Archive, Blog, Era 2023-Today, QA|Comments Off on Quality Debt: The Hidden Cost That Outgrows Technical Debt
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