Mohammad Sad Adnan

Smith, Sally, Fabian, Khristin, Zarb, Mark, Smith, Christopher, Kolberg, Mario, Ilyas, Mohammad Adnan and Barr, Matthew ORCID: https://orcid.org/0000-0002-5147-0673 (2026) Beyond the apprenticeship: early career outcomes of degree apprentices.

I’ve been thinking a lot about how broken testing workflows feel right now. Most of the time, writing end-to-end tests is slow, brittle, and honestly kind of painful. You write selectors, they break when the UI changes, and suddenly half your tests are useless. Recently, I came across Autonoma AI, and it feels like a completely different approach. Instead of writing test scripts, you just describe what you want in plain English.

Mohammad Adnan is Principal Engineer & AI trailblazer at Intuit, driving next-gen automation for small business; ex‑AWS leader. Have you ever felt like you're playing a frustrating game of Whac-A-Mole with tech problems? You fix one bug, only for another to pop up somewhere else. This is especially relevant when you're wrestling with the fascinating yet sometimes confusing world of AI—a chatbot spewing nonsense, an image generator showing odd biases or a system that suddenly grinds to a halt.