A staff engineer at Zopa Bank argues that AI coding tools have fundamentally changed the calculus of the staff engineer role in 2026. Because AI dramatically reduces the time to build features and analyze systems, the traditional justification for staff engineers to stay hands-off from code (to focus on mentoring and org impact) no longer holds. Staff engineers should get hands-on again to recalibrate their tradeoff thinking, leverage their deep expertise to ship faster, and shift focus from org impact to direct customer impact. The post also notes that early-career engineers may be better at using these tools and staff engineers should have the humility to learn from them.
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