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Nathan Labenz sits down with Lili Yu, a researcher of Meta AI to discuss the paper she authored: MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers. In this conversation, they discuss the architecture and breakthroughs of their research, and the opportunity to eliminate the need for tokenization.\n\nWe're hiring across the board at Turpentine and for Erik's personal team on other projects he's incubating. He's hiring a Chief of Staff, EA, Head of Special Projects, Investment Associate, and more. For a list of JDs, check out: eriktorenberg.com.\n\nRECOMMENDED PODCAST:\nThe HR industry is at a crossroads. What will it take to construct the next generation of incredible businesses \u2013 and where can people leaders have the most business impact? Hosts Nolan Church and Kelli Dragovich have been through it all, the highs and the lows \u2013 IPOs, layoffs, executive turnover, board meetings, culture changes, and more. With a lineup of industry vets and experts, Nolan and Kelli break down the nitty-gritty details, trade offs, and dynamics of constructing high performing companies. Through unfiltered conversations that can only happen between seasoned practitioners, Kelli and Nolan dive deep into the kind of leadership-level strategy that often happens behind closed doors. Check out the first episode with the architect of Netflix\u2019s culture deck Patty McCord.\nhttps://link.chtbl.com/hrheretics\n\nThe Cognitive Revolution is a part of the Turpentine podcast network. Learn more: www.turpentine.co\n\nLINK:\nMEGABYTE Paper: https://arxiv.org/pdf/2305.07185.pdf\n\nTIMESTAMPS:\n(00:00) Episode preview\n(07:41) Takeaways from Lili Yu's paper: MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers\n(17:00) Architecture\n(24:59) Embeddings\n(27:43) Different local models\n(34:23) Encoder model\n(36:35) Transformer Architecture\n(48:10) Choosing patch size\n(01:08) What happens when you scale up?\n(01:19:20) Big picture for Meta AI\n(01:22:57) Responsible AI\n(01:27:02) China and AI\n\nTWITTER:\n@labenz (Nathan)\n@liliyu_lili (Lili)\n@eriktorenberg (Erik)\n@cogrev_podcast\n\nSPONSORS:\nShopify is the global commerce platform that helps you sell at every stage of your business. Shopify powers 10% of ALL eCommerce in the US. And Shopify's the global force behind Allbirds, Rothy's, and Brooklinen, and 1,000,000s of other entrepreneurs across 175 countries.From their all-in-one e-commerce platform, to their in-person POS system \u2013 wherever and whatever you're selling, Shopify's got you covered. With free Shopify Magic, sell more with less effort by whipping up captivating content that converts \u2013 from blog posts to product descriptions using AI. Sign up for $1/month trial period: https://shopify.com/cognitive\n\nThank you Omneky (www.omneky.com) for sponsoring The Cognitive Revolution. Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work, customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off.\n\nThis show is produced by Turpentine: a network of podcasts, newsletters, and more, covering technology, business, and culture \u2014 all from the perspective of industry insiders and experts. We\u2019re launching new shows every week, and we\u2019re looking for industry-leading sponsors \u2014 if you think that might be you and your company, email us at erik@turpentine.co.\n\nMUSIC CREDIT:\nMusicLM: