At the end of Scrum Day Nigeria 2026, I sat on the AI panel and was asked for some last words on AI and its impact on product delivery. My advice was simple: keep exploring the AI tools available, figure out what works, and learn from what doesn’t.

That is how I approach my own work, and it led me to an idea: an exploratory testing agent.

If you haven’t come across exploratory testing, Cem Kaner described it as “a style of software testing that emphasizes the personal freedom and responsibility of the individual tester to continually optimize the quality of his/her work by treating test-related learning, test design, test execution, and test result interpretation as mutually supportive activities that run in parallel throughout the project.” In other words: learning about the product and testing it at the same time.