Craft in the Time of Agents
You feel more productive than you’ve ever been. You put on the Iron Man suit and now you’re building things in hours that used to take weeks. And you’re exhausted by Wednesday. The craft that used to sustain you — the flow of writing code, the satisfaction of making something work — has given way to a middle loop of supervisory engineering: directing, evaluating, and correcting AI output. You’re getting more done while enjoying it less, and that’s a tension worth navigating. If the system is producing more output while eroding joy, that’s not a you problem, it’s a system design problem.
Drawing from her recently completed Masters research on AI’s impact on software engineering and conversations with practitioners and researchers at the frontier of this shift, Annie explores why this transition hits so differently for those entering the industry, those deep in it, and those who haven’t written code in years — and why who thrives most comes down to mindset, not circumstance. The good news is, that’s within your reach.
This talk offers a lens to see your own situation clearly, and a path through it. Joy and pride in work don’t happen by accident. They’re system outcomes. And we can engineer the conditions for them.
Annie Vella
Annie Vella is a Distinguished Engineer at Westpac New Zealand, where she focuses on AI adoption, software engineering transformation, and systems thinking. With over 20 years of experience across startups, scale-ups, and large enterprises in four countries, she has spent two decades on both sides of the engineer/manager pendulum — and actively encourages others to do the same. Having fallen in love with computers when she got her first Commodore 64 at age six, Annie has cared deeply about the craft ever since. That curiosity led to a Master’s of Engineering exploring how professional software engineers experience the impact of AI coding assistants. Through her writing and speaking, Annie’s aim is to help engineers and leaders find joy and pride in the work ahead.