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Tech

Why Every Engineer—From Junior to CTO—Must Keep Coding in the AI Era

Last updated: November 12, 2025 11:31 pm
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Why Every Engineer—From Junior to CTO—Must Keep Coding in the AI Era
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Joakim Recht, a former Uber engineering leader, sets a radical benchmark for modern software development: regardless of rank, every engineer should code regularly to stay effective, relevant, and connected in an era overwhelmed by AI-driven abstraction and rapid change.

From Uber’s Engineering Ranks to a Universal Rule

For years, software engineers have faced a pivotal career fork: embrace strategic management or stay embedded in the codebase. Joakim Recht, Uber’s former distinguished engineer, has reignited this debate with a clear stance—if your title says engineer, you should be coding, period.

Recht’s perspective is built on nearly a decade at Uber, where he watched both brilliant coders and effective leaders wrestle with the gravitational pull away from hands-on work. Appearing recently on “The Peterman Pod“, he championed the idea that stepping away from code erodes both individual and organizational capability.

  • All engineers—no matter how senior—lose critical touch with evolving systems if they stop coding.
  • This principle applies fiercely in today’s environment, where AI-assisted development and advanced tools can make engineers drift into passive oversight and away from technical mastery.

The Real-World Consequences: Staying Grounded and Innovative

Recht’s warning is not just theoretical. He observes that when senior engineers or managers put aside keyboard time, they may lose the ability to design for future complexity. “The system evolves, and you forget how it is,” Recht emphasized.

This echoes a broader sentiment across tech leaders. For example, Amazon’s Carlos Arguelles admitted in a recent public statement that his principal engineering role had sometimes shifted him into leadership without active coding, even as he maintained expert codebase knowledge. The same trend is evident as AI-powered “vibe coding” increases—a shift that enables faster prototyping but risks detachment from real, reliable software engineering [Business Insider].

  • Senior engineers face the risk of their hard-earned experience giving way to trendy but less reliable solutions if they stop practicing code-writing.
  • Disconnection from code diminishes the credibility and effectiveness of technical leaders, reducing their ability to diagnose, mentor, or guide architecture.

How AI and “Vibe Coding” Are Raising the Stakes

The arrival of advanced tools like Copilot and generative AI is accelerating this push away from manual coding. Yet, Recht and his peers argue that these efficiencies demand even greater vigilance. If human engineers rely solely on AI or automation, they risk missing critical new challenges, subtle bugs, and the loss of engineering “muscle memory.”

Companies like Klarna and Google are already seeing their leaders double down on direct involvement. Klarna’s CEO, Sebastian Siemiatkowski, has started “vibe-coding” prototypes himself to keep a strong pulse on what his teams build. Sergey Brin, Google’s cofounder, is reportedly back in the office actively experimenting with AI coding solutions [Business Insider].

Beyond Engineers: Why Coding Is for Everyone

This philosophy is resonating outside classical engineering disciplines. Cloudflare CEO Matthew Prince believes his technical background—even when not actively coding—makes him a more effective executive. Andrew Ng, AI pioneer and Google Brain founder, takes the point further, arguing that anyone who codes—managers, marketers, recruiters—can massively increase their productivity in the modern workplace [Business Insider].

The theme: the less time you spend in the weeds, the more risk of stagnation or detachment from your core domain. Coding, even in small doses, remains a universal equalizer and enabler.

Why Every Engineer—From Junior to CTO—Must Keep Coding in the AI Era
Whether CEO, manager, or junior developer, maintaining coding routines preserves insight and innovation. MTStock Studio/Getty Images

Community Response: Ground Truth from the Workforce

As this philosophy spreads, software communities—on forums, GitHub, and social media—are amplifying the call for “lead by doing.” Popular discussion threads call out frustrations with disconnected management and highlight practical workarounds for staying hands-on, such as:

  • Reserve regular “coding sprints” for leaders, regardless of team size or structure.
  • Pair senior engineers with junior staff for real projects—not just mentorship or reviews.
  • Use codebase contribution stats as part of annual performance metrics, even for executives who code part-time.

Developers widely support Recht’s claim that consistent code-writing keeps project visionaries grounded in technical reality, which in turn raises morale and improves quality across the team.

The Long-Term Outlook: Code or Drift

The message from Recht and other tech thought leaders is clear: technical credibility, organizational success, and innovative culture depend on continual, direct engagement with the code. As AI, low-code platforms, and management abstractions proliferate, this hands-on approach becomes more vital—not less.

For any business striving for technical excellence, encouraging all engineers and tech leaders to code, at least periodically, is not just a nod to tradition. It’s the lifeline that preserves institutional memory, cross-disciplinary innovation, and lasting success.

To stay ahead of the curve and ensure you’re always receiving fast, trusted insight on the biggest tech debates, keep reading onlytrustedinfo.com—the home of urgent, expert tech analysis for professionals and enthusiasts alike.

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