🔗 The Mathematics of Rescue: When Ancient Geometry Saves Modern Intelligence скачать в хорошем качестве

🔗 The Mathematics of Rescue: When Ancient Geometry Saves Modern Intelligence

Send a text (https://www.buzzsprout.com/twilio/tex...) 📖 Read the full essay  (https://helioxpodcast.substack.com/p/...) When AI researchers tried to give neural networks 4x the communication capacity, their creation immediately began self-destructing. Signal amplification reached 100,000 times normal levels—the computational equivalent of a nuclear reaction. The rescue didn't come from cutting-edge innovation. It came from a 1967 mathematical algorithm gathering dust in pure mathematics journals. This episode chronicles the dramatic crisis in DeepSeek AI's hyperconnection architecture and its elegant solution through doubly stochastic matrices and the Sinkhorn-Knopp algorithm. We explore how constraint enables capability, why pure mathematics developed decades ago solves today's challenges, and what the rescue of a 671-billion-parameter AI model teaches us about the nature of progress. Why This Matters: The relationship between constraint and freedom applies far beyond AI. This story reveals how the most sophisticated systems we build often need the most classical boundaries—and how solutions to our most pressing challenges may already exist in knowledge developed for entirely different purposes. References: mHC: Manifold-Constrained Hyper-Connections (https://arxiv.org/abs/2512.24880)   Deep Residual Learning for Image Recognition (ResNet, 2016) (https://arxiv.org/abs/2512.24880) Available for Broadcast on PRX https://exchange.prx.org/pieces/60556... This is Heliox: Where Evidence Meets Empathy Independent, moderated, timely, deep, gentle, clinical, global, and community conversations about things that matter.  Breathe Easy, we go deep and lightly surface the big ideas. Support the show (https://www.buzzsprout.com/2405788/su...) About SCZoomers:   / 1632045180447285   https://x.com/SCZoomers https://mstdn.ca/@SCZoomers https://bsky.app/profile/safety.bsky.app Spoken word, short and sweet, with rhythm and a catchy beat. http://tinyurl.com/stonefolksongs Curated, independent, moderated, timely, deep, gentle, evidenced-based, clinical & community information regarding COVID-19. Since 2017, it has focused on Covid since Feb 2020, with Multiple Stores per day, hence a large searchable base of stories to date. More than 4000 stories on COVID-19 alone. Hundreds of stories on Climate Change. Zoomers of the Sunshine Coast is a news organization with the advantages of deeply rooted connections within our local community, combined with a provincial, national and global following and exposure. In written form, audio, and video, we provide evidence-based and referenced stories interspersed with curated commentary, satire and humour. We reference where our stories come from and who wrote, published, and even inspired them. Using a social media platform means we have a much higher degree of interaction with our readers than conventional media and provides a significant amplification effect, positively. We expect the same courtesy of other media referencing our stories.