This week’s link covers: The role of confidence in QA conversations, what happens when software systems start testing themselves, and how AI agents might reshape the work of engineers. There’s also a look at why curiosity is a key quality engineering mindset, how we frame quality conversations, and a reminder that writing code has never really been the bottleneck.