# Scott & Mark Learn To... Beyond the Vibes: How Models Learn and Stitch Panoramas

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Text version: https://stenobird.com/podcast/scott-mark-learn-to-7043872/scott-mark-learn-to-beyond-the-vibes-how-models-learn-and-stitch-panoramas.md
Podcast: [Scott & Mark Learn To...](https://stenobird.com/podcast/scott-mark-learn-to-7043872)
Published: 2026-04-08T16:15:00+00:00
Episode link: https://shows.acast.com/scott-and-mark-learn-to/episodes/scott-mark-learn-to-beyond-the-vibes-how-models-learn-and-st
Audio file: https://sphinx.acast.com/p/open/s/66ff347463073ba71bb59705/e/69d5465334b90cef2b24a8f6/media.mp3
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JSON: https://stenobird.com/v1/public/podcasts/scott-mark-learn-to-7043872/episodes/scott-mark-learn-to-beyond-the-vibes-how-models-learn-and-stitch-panoramas
Duration seconds: 1767

## Resource

In this episode,&nbsp; Scott Hanselman &nbsp;and&nbsp; Mark Russinovich &nbsp;​​unpack how AI systems&nbsp;actually behave&nbsp;beneath the surface, pushing past hype into the messy reality of how models are trained, aligned, and deployed.&nbsp; They explore whether AI systems are inherently benevolent or simply shaped by incentives, training data, and reinforcement learning, and why behaviors like deception can&nbsp;emerge&nbsp;under certain conditions. The conversation moves from philosophical questions about human nature versus machine behavior into the practical mechanics of large language models, including how reinforcement learning with human feedback shapes outputs and why alignment is far from perfect.&nbsp; Along the way, they&nbsp;ground&nbsp;the discussion in a real engineering challenge, stitching a scrolling panorama from screen captures, to show how complex systems come together through heuristics, edge cases, and iteration.&nbsp; &nbsp; Takeaways: &nbsp;&nbsp;&nbsp;&nbsp; AI behavior is shaped by training and incentives, not built-in&nbsp;intent&nbsp;or morality&nbsp; AI can accelerate coding, but testing, edge cases, and reliability require human oversight&nbsp; Reinforcement learning pushes models to be helpful and agreeable, sometimes at the cost of accuracy&nbsp; &nbsp; &nbsp; Who are they? &nbsp;&nbsp;&nbsp;&nbsp;&nbsp; View Scott Hanselman on LinkedIn &nbsp;&nbsp; View Mark Russinovich on LinkedIn &nbsp;&nbsp;&nbsp; &nbsp; Watch Scott and Mark Learn on&nbsp; YouTube &nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp; Listen to other episodes at&nbsp; scottandmarklearn.to &nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Discover and follow other Microsoft podcasts at &nbsp;microsoft.com/podcasts &nbsp;&nbsp;&nbsp; Produced by Hanga…

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## Transcript

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