Yes, Jev Is Insane, But There's A Catch

❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers 📝 Jev: https://typesafe.ai/blog/introducing-system-one-models-and-jev Full song: https://www.youtube.com/watch?v=4RtUJkjrKMI Previous papers, implementations, models: https://huggingface.co/convaiinnovations/laya https://arxiv.org/abs/2503.23303 https://huggingface.co/DeepMostInnovations/sales-conversion-model-reinf-learning https://huggingface.co/datasets/DeepMostInnovations/saas-sales-conversations https://arxiv.org/abs/2510.01237 https://huggingface.co/blog/setfit https://proceedings.iclr.cc/paper_files/paper/2025/hash/5503a7c69d48a2f86fc00b3dc09de686-Abstract-Conference.html Sources: https://x.com/alexisgallagher/status/2100312082491322873?s=46 https://x.com/tamarajtran/status/2100694549362553153?s=46 https://x.com/maubaron/status/2100738237237002706?s=46 https://x.com/elvissun/status/2100951347080421409?s=46 https://x.com/completeskeptic/status/2099925684256899543?s=46 https://x.com/completeskeptic/status/2099925685720760404?s=46 https://x.com/filippkowalski/status/2100864984448147770?s=46 https://x.com/egafni/status/2100770895325524242?s=46 https://x.com/mizorewww/status/2101473552956555427 https://x.com/miu21590/status/2101857866378362926?s=46 https://x.com/atomic_chat_hq/status/2102160983409955244?s=46 https://x.com/HugoDuprez/status/2100953089003921543?s=20 https://x.com/heyxviraj/status/2102048070649405592?s=20 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Adam Bridges, B Shang, Carlos Galarza, Christian Ahlin, Eric Tyson, Juan Benet, Lukas Biewald, Michael Tedder, Owen Skarpness, Ryan Stankye, Shawn Becker, Steef, Taras Bobrovytsky, Tazaur Sagenclaw, Tybie Fitzhugh, Ueli Gallizzi