Pragmatic AI with Matt Stauffer

AI Researcher Michelle Yi on Watson, World Models, and Why AI Should Be for Everyone

1 h 6 min · 20. maj 2026
episode AI Researcher Michelle Yi on Watson, World Models, and Why AI Should Be for Everyone cover

Description

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. Matt Stauffer is joined by Michelle Yi — co-founder of Generationship, board member of Women in Data, and AI Researcher at Basis Research Institute — who shares her 20-year journey across AI research, industry, and startups. Michelle traces the evolution of AI from her early days working on IBM Watson through to modern language models, reflecting on what's changed, what's been lost, and what's finally becoming possible. She and Matt dig into the importance of democratizing AI and making it genuinely useful beyond big tech. The conversation closes on Michelle's vision for a more equitable and responsible AI future — one being built through initiatives like Generationship and Basis Research Institute, and powered by people who choose to engage with AI rather than sit it out. * Matt Stauffer on X [https://x.com/mattstauffer]  * Tighten Website [https://tighten.com/]  * Michelle on LinkedIn [https://www.linkedin.com/in/michelleyulleyi/]  * Basis Research Institute [https://www.basis.ai/] * NYC Rat Research in the News [https://nypost.com/2025/09/20/us-news/new-york-city-rats-are-social-beasts-even-have-unique-accent-study-finds/]  * Pyro.ai [http://pyro.ai/]  * Women in Data [https://www.womenindata.org/?gad_source=1&gad_campaignid=16687994330&gbraid=0AAAAACLu-q86DqcRWS3oSGa6GM9p8Lx5K&gclid=Cj0KCQjwk_bPBhDXARIsACiq8R2Zu6kQIUzE7NLGWTgaTmsD7JIu4KRqgLJ5a_K0wEde7uNSuj80DuQaAt1eEALw_wcB]  * Generationship [https://www.generationship.ai/]  * Decile Group [https://decilegroup.com/?]  * Bobiverse Series [https://www.amazon.com/Bobiverse/dp/B0753LBFQ7]  * Becky Chambers Book [https://www.amazon.com/Long-Small-Angry-Planet-Wayfarers/dp/0062444131]  * Andrej Karpathy YouTube [http://youtube.com/andrejkarpathy]  * Community Usage Tweet [https://x.com/CraigThirtyFour/status/2049900579342753814?s=20]  * Setlist FM [https://www.setlist.fm/]  ----- Editing and transcription sponsored by Tighten [https://tighten.com/].

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23 episodes

episode AI and Geopolitics: Building Agents That Think Like World Powers artwork

AI and Geopolitics: Building Agents That Think Like World Powers

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. In this episode, Matt Stauffer talks with Lauren Dueck, SVP and Director of Communications at The Asia Group, a geopolitical consulting firm advising the world's top companies. Lauren shares how AI is reshaping geopolitical consulting, decision-making, and communication — across both her daily work and her firm's high-stakes advisory practice. They dig into practical, grounded uses: reducing decision fatigue, comparing dense reports, and priming Claude with current events because "AI is very bad at telling time." Lauren then walks through a standout project — an agent-based war game that simulated the Strait of Hormuz crisis 50 times, modeling how players like the Reserve Bank of India and South Korea's Blue House might respond. The bigger thread is a contrarian one: that AI will make genuine human expertise rarer, more valuable, and more expensive, even as it reshapes entry-level work, deepfakes, and how the next generation learns. * Matt Stauffer on X [https://x.com/mattstauffer] - https://x.com/mattstauffer [https://x.com/mattstauffer] * Tighten Website [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] * Lauren Dueck on X [https://x.com/LaurenDueck] - https://x.com/LaurenDueck [https://x.com/LaurenDueck] * Lauren Dueck on LinkedIn [https://www.linkedin.com/in/jlaurendueck/] - https://www.linkedin.com/in/jlaurendueck/ [https://www.linkedin.com/in/jlaurendueck/] * The Asia Group [https://theasiagroup.com/] - https://theasiagroup.com/ [https://theasiagroup.com/] * Strait of Hormuz Report [https://straitofhormuz.theasiagroup.com/] - https://straitofhormuz.theasiagroup.com/ [https://straitofhormuz.theasiagroup.com/] ----- Editing and transcription sponsored by Tighten [https://tighten.com/] - https://tighten.com/ [https://tighten.com/]

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1. juli 202642 min
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24. juni 20261 h 9 min
episode Relevance Engineering: How to Show Up in AI Search artwork

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The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. Matt Stauffer talks with Michael King, founder and CEO of iPullRank, about what he calls relevance engineering — the work of getting brands and people seen inside AI search engines like ChatGPT, Perplexity, and Google's AI Overviews. Mike explains why he reads patents and white papers instead of public docs, how he built his own retrieval-augmented generation prototype to understand how these systems actually work, and why visibility now comes from building "surface area" across your whole content ecosystem — Reddit, LinkedIn, digital PR — rather than from links alone. They get into the disappearing line between white hat and black hat, and why AI search has no rulebook yet. The conversation also turns personal: how Mike mandated his team get  faster with AI, how he empowers people from the bottom up instead of issuing ultimatums, and how AI frees him to spend more time on the creative work — including music — that he actually wants to do. * Matt Stauffer on X [https://x.com/mattstauffer] - https://x.com/mattstauffer [https://x.com/mattstauffer] * Tighten Website [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] * Michael on X [https://x.com/VeryWellVersed] - https://x.com/VeryWellVersed [https://x.com/VeryWellVersed] * Michael on LinkedIn [https://www.linkedin.com/in/michaelkingphilly/] - https://www.linkedin.com/in/michaelkingphilly/ [https://www.linkedin.com/in/michaelkingphilly/] * iPullRank Website [https://ipullrank.com/] - https://ipullrank.com/ [https://ipullrank.com/] * iPullRank on LinkedIn [https://www.linkedin.com/company/ipullrank/] - https://www.linkedin.com/company/ipullrank/ [https://www.linkedin.com/company/ipullrank/] * iPullRank on X [https://x.com/iPullRank] - https://x.com/iPullRank [https://x.com/iPullRank] ----- Editing and transcription sponsored by Tighten [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] Big thanks to the companies that support the show: Mailtrap [https://l.rw.rw/pragmaticai_2] - https://l.rw.rw/pragmaticai_2 [https://l.rw.rw/pragmaticai_2]

17. juni 202638 min
episode Building a Self-Directed PhD With Claude AI artwork

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The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. In this episode, Matt Stauffer talks with software engineer and self-described "Renegade Historian" Dave Stanton, who has built an entire AI-driven workflow that lets him program — and write a 400-page history book — almost entirely by voice from his phone. They get into the nuts and bolts: an always-on Mac Mini running stacked Claude Code sessions in tmux, SSH access from anywhere, voice-to-text tools, and a self-designed "PhD" where Sonnet plays research assistant and Opus plays a hypercritical dissertation chair, with every critique tracked as a GitHub issue. Dave explains why the book itself was never really the goal. The conversation widens into the bigger questions — what gets lost when AI handles the rote work, whether to retain human connection on purpose, and Dave's honest 80/20 split between optimism and unease about where all of this is heading. * Matt Stauffer on X [https://x.com/mattstauffer]  * Dave Stanton’s Website [https://davestanton.com/book]  * Dave on X  [https://x.com/gotoplanb] * Tighten Website [https://tighten.com/]  * Blink for iOS [https://blink.sh/] * Superwhisper [https://superwhisper.com/]  * Geography as Destiny on GitHub [https://github.com/gotoplanb/geography-as-destiny]  * ngrok [https://ngrok.com/]  * Tailscale [https://tailscale.com/] * tmux [https://github.com/tmux/tmux/wiki] * Solo [https://soloterm.com/]  * Please Use AI by Sean Smucker [https://shawnsmucker.substack.com/p/please-use-ai]  ----- Editing and transcription sponsored by Tighten [https://tighten.com/]. Big thanks to the companies that support the show: Mailtrap [https://l.rw.rw/pragmaticai_1]

10. juni 20261 h 16 min