
Practice Isn't Enough for Senior Engineers - Adaptation Is a Key Skill in an AI-First Industry
From Developer Tea by Jonathan Cutrell
May 24, 2026 · 20 min · Episode 1299
About this episode
The episode discusses the importance of adaptation over practice for senior engineers in a rapidly changing AI-driven industry.
If you're a software engineer right now, you likely feel like your world is changing overnight. We are writing half or less the amount of code that we wrote even a year ago, which represents a seismic, groundbreaking shift in our industry. For many of us, this career has always been engaging for deeply creative and intellectual reasons—and that excitement is still here. But our mental models of what it means to be a good engineer, and what it means to keep improving, have gone a little stale. In today's episode, I want to talk about a distinction that I believe will become the cornerstone mistake for seasoned engineers: confusing _practice_ with _adaptation_, and leaning on the wrong one at the worst possible moment.
People in this episode
Host: Jonathan Cutrell
Topics covered
- senior engineers
- adaptation
- AI-first industry
- software engineering
- career development
Keywords
- software engineering
- senior engineers
- adaptation
- AI
- career growth
- coding
- mental models
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