# Scott & Mark Learn To… Refchecker, a Useful Tool Coded by Mark and AI Page: https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-refchecker-a-useful-tool-coded-by-mark-and-ai Text version: https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-refchecker-a-useful-tool-coded-by-mark-and-ai.md Podcast: [Scott & Mark Learn To...](https://stenobird.com/podcast/scott-mark-learn-to-7043872) Published: 2025-09-03T16:15:00+00:00 Episode link: https://shows.acast.com/scott-and-mark-learn-to/episodes/scott-mark-learn-to-refchecker-a-useful-tool-coded-by-mark-a Audio file: https://sphinx.acast.com/p/open/s/66ff347463073ba71bb59705/e/68b74e54093397eb05efa0b5/media.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/scott-mark-learn-to-7043872/episodes/scott-mark-learn-to-refchecker-a-useful-tool-coded-by-mark-and-ai Duration seconds: 1798 ## Resource In this episode, Scott Hanselman and Mark Russinovich explore the challenges and opportunities of coding with AI assistants. They compare different models, discuss the quirks of “vibe coding,” and share insights on building tools that bridge LLMs and APIs. Mark walks through his experience developing an academic reference checker, highlighting how AI can help structure messy data, uncover edge cases, and speed up complex development work. The conversation also touches on the evolving joy of coding, from puzzle-solving by hand to managing AI-driven workflows, and how these shifts are reshaping both productivity and creativity. Takeaways:     Mark’s journey building an academic reference checker with AI How AI assistants are changing the way developers find joy in coding RefChecker source code: https://github.com/markrussinovich/refchecker   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-refchecker-a-useful-tool-coded-by-mark-and-ai/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-refchecker-a-useful-tool-coded-by-mark-and-ai.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.