The scariest part of a 1,186-file PR is how quickly 15% coverage can start to feel like a thorough review.
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NVIDIA’s career ladder isn’t linear, and it’s pretty hard to make sense of from the outside. I did some digging and asked around, so you don’t have to.
As a Solutions Engineer at Atlassian, Chris Davidson works with clients in an effort to make the most of Atlassian's tools and has first-hand experience of how we adapt to using AI.
A lot of people are leaving software engineering because agent-based workflows killed their joy. I don't have that problem; I never liked the job in the first place.
This is a personal engineering essay, not a blueprint. I don’t know what the perfect service architecture looks like, and I won’t pretend I do. I’m not trying to sell this approach, I just want to share what I learned, in case it helps someone else avoid a few wrong turns.
Voice AI may be sold as a model problem, but the real bottleneck is whether the system can survive real-time demands, stay reliable, and do it at a cost that makes sense.
Over time, the content a messaging campaign sends can shift away from what was originally approved. We call this campaign drift, and in business messaging, it's a real and recurring problem.