Felix Rieseberg, an engineering manager at Anthropic, has officially abandoned traditional coding interviews. He argues that AI tools like Claude now handle basic programming tasks more effectively than human candidates, making standard technical tests obsolete for assessing developer potential.
Rieseberg emphasizes that newcomers often possess a structural advantage over veterans. By remaining naive to established organizational constraints, they can identify and solve problems that long-term employees have long accepted as impossible, a phenomenon he links to organizational research by James March.
The manager notes that AI has significantly lowered the cost of execution, effectively weakening traditional corporate hierarchies. He advises junior engineers to bypass standard approval processes by building functional prototypes over weekends that directly address the goals of senior leadership.
As a practical example, Rieseberg cites Anthropic engineers Anthony Morris and Alice Zhao, who developed the graphical interface for Claude Code over a single weekend. The first public version of this tool was subsequently released approximately eight days later.
In his hiring process, Rieseberg now prioritizes candidates who demonstrate product sense, empathy, and entrepreneurial thinking through their prototypes. He suggests that the ability to identify business value is becoming more critical for developers than traditional coding craft.





