Scott & Mark Learn To...Sculpt, not Spec episode artwork

EPISODE · Apr 22, 2026 · 20 MIN

Scott & Mark Learn To...Sculpt, not Spec

from Scott & Mark Learn To...

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           Discover and follow other Microsoft podcasts at microsoft.com/podcasts  Hosted on Acast. See acast.com/privacy for more information.

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           Discover and follow other Microsoft podcasts at microsoft.com/podcasts  Hosted on Acast. See acast.com/privacy for more information.

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Scott & Mark Learn To...Sculpt, not Spec

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This episode is 20 minutes long.

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This episode was published on April 22, 2026.

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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...

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