preceptor model

The preceptor model is a mentorship framework advocated by Microsoft engineers Mark Russinovich and Scott Hanselman. They urge technology leaders to keep hiring and formally mentoring early-career software engineers, even when generative AI tools initially reduce their productivity. The model emphasizes structured, hands-on guidance from experienced engineers to develop critical thinking and problem-solving skills that AI cannot replace. This approach aims to sustain a skilled engineering workforce and avoid over-reliance on AI, ensuring long-term innovation and expertise in the industry.