Two guests for the price of one! This episode has two interviews recorded at AWS re:Invent back in December. In part 1, Ryan chats with the co-founder and CEO of Inception, Stefano Ermon, about diffusion language models and how their multiple token generation compares to traditional LLMs (spoiler: they’re faster and more accurate). In the second half of the episode, Ryan and the chairman of Roomie, Aldo Luevano, dive into Roomie’s purpose built models for both physical and software AI, and how their ROI-first approach helps companies track the impact of their robotics and AI implementation.&nbsp;Episode notes:&nbsp;<a href="https://www.inceptionlabs.ai/" rel="noopener noreferrer" target="_blank">Inception</a> researches and builds diffusion language models for faster and more efficient AI.<a href="https://roomie-it.com/" rel="noopener noreferrer" target="_blank">Roomie</a> is a robotics and enterprise AI company with an ROI-first platform that tracks how well their AI solutions are actually working.&nbsp;Connect with Stefano on <a href="https://www.linkedin.com/in/ermon/" rel="noopener noreferrer" target="_blank">LinkedIn</a>.Connect with Aldo on <a href="https://www.linkedin.com/in/aldoluevano-it/" rel="noopener noreferrer" target="_blank">LinkedIn</a>.<a href="https://stackoverflow.blog/2026/02/03/generating-text-with-diffusion-and-roi-with-llms" rel="noopener noreferrer" target="_blank">TRANSCRIPT</a>See Privacy Policy at <a href="https://art19.com/privacy" rel="noopener noreferrer" target="_blank">https://art19.com/privacy</a> and California Privacy Notice at <a href="https://art19.com/privacy#do-not-sell-my-info" rel="noopener noreferrer" target="_blank">https://art19.com/privacy#do-not-sell-my-info</a>.

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