
Scott & Mark Learn To...Sculpt, not Spec
From Scott & Mark Learn To... by Microsoft
April 22, 2026 · 20 min · Season 1 · Episode 36
About this episode
Scott and Mark discuss the evolving nature of software development in the age of AI, advocating for an iterative sculpting approach over traditional specifications.
In this episode, Scott Hanselman and Mark Russinovich explore how software development is evolving in the age of AI, challenging the idea that everything should start with a fully defined spec. They highlight a more iterative, sculpting approach to building, where continuous refinement, testing, and human judgment are essential and discuss the realities of AI-assisted coding, including edge cases, maintenance, and the limits of productivity gains. Takeaways: AI-assisted coding works best as an iterative process, not a one-shot, fully spec’d solution Edge cases and real-world usage quickly expose gaps that initial builds AI can accelerate development, but human review, testing, and bottlenecks still limit true productivity gains Who are they? View Scott Hanselman on LinkedIn View Mark Russinovich on LinkedIn Watch Scott and Mark Learn on YouTube Listen to other episodes at scottandmarklearn.to  …
People in this episode
Hosts: Scott Hanselman, Mark Russinovich
Topics covered
- software development
- AI
- iterative process
- coding
- productivity
- human judgment
Keywords
- AI-assisted coding
- iterative process
- software development
- edge cases
- human review
- productivity gains
Mentioned in this episode
Organizations: Microsoft
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