# Scott & Mark Learn To...Sculpt, not Spec Page: https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-sculpt-not-spec Text version: https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-sculpt-not-spec.md Podcast: [Scott & Mark Learn To...](https://stenobird.com/podcast/scott-mark-learn-to-7043872) Published: 2026-04-22T16:15:00+00:00 Episode link: https://shows.acast.com/scott-and-mark-learn-to/episodes/scott-mark-learn-tosculpt-not-spec Audio file: https://sphinx.acast.com/p/open/s/66ff347463073ba71bb59705/e/69e7e645eefc66ef2b50604e/media.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/scott-mark-learn-to-7043872/episodes/scott-mark-learn-to-sculpt-not-spec Duration seconds: 1224 ## Resource 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   Produced by Hangar Studios Hosted on Acast. See acast.com/privacy for more information. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/scott-mark-learn-to-7043872/episodes/scott-mark-learn-to-sculpt-not-spec/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-sculpt-not-spec.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.