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Explore The Strange Economics of LLM Inference-as-a-Service with 306,706 views, 3,437 likes, and 186 comments. Experience the impact of this video content that has captured audience attention.

Try out Telnyx and use code BYCLOUD25 for $25 build credits! https://telnyx.com/sign-up?utm_source=bycloud&utm_medium=influencer&utm_campaign=202609_influencer_voiceai_glm53&utm_content=bycloud_yt_integration In today's video, we are deep diving into the billion-dollar business of AI inference-as-a-Service, and find out how these companies make money serving open-source models by being faster, cheaper, and at massive scale. Want to run large AI models on your private GPU servers? We can help you deploy and maximize inference performance. Book a free audit now at https://nimbuskernel.com/ my latest project: Intuitive AI Academy We just wrote a new piece on Linear Attention!! https://intuitiveai.academy/ limited time code "BACK2SCHOOL" for 50% off yearly plan My Newsletter (weekly top research papers) https://mail.bycloud.ai/ My Patreon https://www.patreon.com/c/bycloud Some sources if you wanna look more: [DeepSeek Serving] https://github.com/deepseek-ai/open-infra-index [Prefill-as-a-Service] https://arxiv.org/abs/2604.15039 Try out my new fav place to learn how to code https://scrimba.com/?via=bycloudAI This video is supported by the kind Patrons & YouTube Members: 🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak, Len Mo, saylikhapekar, ZyanSheep, THEVIERAOS, Ricardo Raphael Corona-Moreno, superchordate [Discord] https://discord.gg/NhJZGtH [Twitter] https://twitter.com/bycloudai [Patreon] https://www.patreon.com/bycloud [Business Inquiries] [email protected] [Other Inquiries] [email protected] [Profile & Banner Art] https://twitter.com/pygm7 [Video Editor] @aduckchicken2 Manim Animations created by https://x.com/miyashita_03 [Ko-fi] https://ko-fi.com/bycloudai [Bitcoin (BTC)] 3JFMJQVGXNA2HJE5V9qCwLiqy6wHY9Vhdx [Ethereum (ETH)] 0x3d784F55E0bE5f35c1566B2E014598C0f354f190 [Litecoin (LTC)] MGHnqALjyU2W6NuJSSW9fTWV4dcHfwHZd7 [Bitcoin Cash (BCH)] 1LkyGfzHxnSfqMF8tN7ZGDwUTyBB6vcii9 [Solana (SOL)] 6XyMCEdVhtxJQRjMKgUJaySL8cGoBPzzA2NPDMPfVkKN 0:00 Intro 2:07 Who serves LLMs? 3:55 What's Inference-as-a-Service? 4:55 The business model of IaaS 8:40 How to increase the margin? 9:36 Optimization: caching 11:28 Optimization: batching 12:56 Optimization: prefill-decode disaggregation 14:00 Optimization: custom kernel 19:01 Hardware optimization 20:36 conclusion

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