AI is creating an identity crisis for coders: 'I focused on this one thing, and now it doesn't matter.'

"At Spotify, the company's top developers haven't drafted "a single line of code" since December, Gustav Söderström, the co-CEO, said on a February earnings call. Instead, engineers often supervise AI as it generates code. "It is a big change. It is real, and it's happening fast," Söderström said."

"For some software developers, there is an added reckoning: If the core act of coding - long a source of status and identity - becomes automated, what does it actually mean to be an engineer? The threat isn't just displacement. It's a total recalibration of identity."

""There's still a lot of engineering know-how, and this feeling of crafting, but it's kind of shifting to a totally different domain," Janes said, explaining how he now focuses on creating robust specifications for AI tools rather than writing elegant code himself."

Software engineers are experiencing a fundamental shift in their work as AI tools increasingly generate code automatically. Engineers like Adam Janes now spend more time writing specifications in English rather than actual code, with AI handling the implementation. Major tech companies including Spotify report that top developers have stopped writing code entirely, instead supervising AI systems. This rapid transformation, occurring over months rather than years, creates both opportunities and anxiety within the industry. The change extends beyond job displacement to a deeper identity crisis, as coding—historically a source of professional pride and craftsmanship—becomes automated. Engineers must recalibrate their sense of purpose and value as the core technical skill that defined their profession shifts to a different domain focused on problem-solving and specification.

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