Practical AI

Most AI breakthroughs hit a wall — unless we rethink the fundamental architecture. Peter Lin reveals why current models are reaching their limits and what's needed to unlock the next stage of intelligence. In this episode of Practical AI, Jeff and Peter dive into the recent hardware and research challenges facing AI development. Nvidia’s chips face regulatory hurdles in China, risking market share lost to China’s own innovative models. Meanwhile, industry insiders like Ilya at OpenAI warn that data limitations and the architecture of transformers are capping progress — and that a new wave of research is critical to push beyond today's boundaries. Tune in to get the inside scoop on why AI's greatest breakthroughs are yet to come — if we can solve the right problems now. Perfect for data scientists, founders, and tech enthusiasts ready to rethink what's possible in artificial intelligence. Nvidia News: https://www.reuters.com/world/china/us-open-up-exports-nvidia-h200-chips-china-semafor-reports-2025-12-08/ Main topic: https://www.businessinsider.com/openai-cofounder-ilya-sutskever-scaling-ai-age-of-research-dwarkesh-2025-11 Listen on Spotify: https://spotifycreators-web.app.link/e/S28hRyb8u0b

Join Jeff and Peter Lin in this episode of Practical AI as they dive into the ongoing battle between Google's TPUs and Nvidia's GPUs. Discover the latest advancements, the strategic moves by tech giants, and what this means for the future of AI processing. Don't miss out on this insightful discussion that could redefine the landscape of AI technology. Video links: https://www.youtube.com/watch?v=sQeuseTXQq8 https://www.youtube.com/watch?v=tR2M6JDyrRw Listen on Spotify: https://open.spotify.com/episode/3siPgHIgmOdY3JwTz8cjHk?si=kTYuWxBGQx6FWBBgklfO_A

In this episode of Practical AI, hosts Peter Lin and Jeff dive into the world of coding with Gemini 3. Discover how this cutting-edge tool is enhancing coding efficiency and accuracy. Tune in for expert insights and practical tips on leveraging AI in your projects. Video: https://www.youtube.com/watch?v=dtBvh1nIAM4 Spotify: https://open.spotify.com/episode/2sOdJlxi4QNvo0YPTgW0RK?si=0cgsgngaSMeMN2zj5BSyjg

Join Jeff and Peter Lin on Practical AI as they delve into the intricacies of gradient descent, a fundamental concept in machine learning. Discover how Pocket AI can optimize your models, making them more efficient and cost-effective. Whether you're a novice or an expert, this episode offers valuable insights into the world of AI. Don't miss out on this enlightening discussion! #AI #MachineLearning #gradientdescent Video: https://www.youtube.com/watch?v=IHZwWFHWa-w Spotify Link: https://spotifycreators-web.app.link/e/e3AV9fA9cZb

Join Peter Lin and Jeff in this episode of Practical AI as they explore the latest advancements in AI technology. From the revolutionary KimiK2 model to the intriguing shifts at Meta and OpenAI, this episode is packed with insights and expert analysis. Tune in to discover how these developments are shaping the future of AI. Spotify: https://open.spotify.com/show/3E92G2YoT7eaROAyROBnSB?si=elp-2IkhRGWroIe0BY12ww

Join Jeff and Peter Lin in this episode of Practical AI as they explore the cutting-edge world of generative AI in the music industry. Discover how AI is transforming music creation, the ethical dilemmas it presents, and whether it can truly replicate human creativity. Tune in for an engaging discussion on the future of AI and music! Video Links: https://finance.yahoo.com/news/openai-ceo-altman-denies-company-is-looking-into-government-bailout-202255408.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAFkn-KGQJImWgdO52ZqqSLj1M8LwRe15aHqPzsYxJtPOtUk6tzVUrQO7x73QpPKrqpxRDZJNEVVSRf44CvTid7H1-WetmBMdI5Zx1TIi6avKcSoe0Ugihrn3BEG2FLOBVqYJoywGnCMLkXaxmBXI6cp-k9Lsc0dsHjMhB4a_SkSR https://aisonggenerator.io/share/f89d15f6-8ead-44f4-92a0-6c6894843a92 https://www.youtube.com/watch?v=3Nlb-m_vKYM Spotify: https://open.spotify.com/episode/73SMYfrzJENuQQBJ2b6mAf?si=gmo4Ve8HQMuXdsEW-cdhXA