We are running an end of year survey for our listeners. Let us know any feedback you have for us, what episodes resonated with you the most, and guest requests for 2024! RAG has emerged as one of the key pieces of the AI Engineer stack. Jerry from LlamaIndex called it a “hack” , Bryan from Hex compared it to “a recommendation system from LLMs” , and even LangChain started with it . RAG is crucial in any AI coding workflow. We talked about context quality for code in our Phind episode . Today’s g...
Dec 14, 2023•1 hr 20 min
The Latent Space crew will be at NeurIPS on Tuesday ! Reach out with any parties and papers of interest. We have also been incubating a smol daily AI Newsletter and Latent Space University is making progress. Good open models like Llama 2 and Mistral 7B (which has just released an 8x7B MoE model ) have enabled their own sub-industry of finetuned variants for a myriad of reasons: * Ownership & Control - you take responsibility for serving the models * Privacy - not having to send data to a th...
Dec 08, 2023•1 hr 4 min
Catch us at Modular’s ModCon next week with Chris Lattner , and join our community ! 2024 note: Hex is now hiring AI Engineers . Due to Bryan ’s very wide ranging experience in data science and AI across Blue Bottle (!), StitchFix, Weights & Biases, and now Hex Magic, this episode can be considered a two-parter. Notebooks = Chat++ We’ve talked a lot about AI UX (in our meetups , writeups , and guest posts ), and today we’re excited to dive into a new old player in AI interfaces: notebooks! D...
Nov 29, 2023•52 min
This episode came together at ~4 hrs notice since Dylan had just landed in SF and we had to setup quickly; you might notice some small audio issues in some segments, we apologize. We’re currently building our own podcast studio for 2024! 🙏 We’re ramping up our presence on Twitter and YouTube if you’d like to support us. Note: 17k people joined our emergency pod on Sam Altman’s ouster today. If Charles Dickens was alive in 2024, A Tale of Two Cities might be the divide between the “GPU poor” and...
Nov 17, 2023•53 min
We left a high amount of background audio in the Devday podcast , which many of you loved, but we definitely understand that some of you may have had trouble with it. Listener Klaus Breyer ran it through Auphonic with speech islolation and we figured we’d upload it as a backdated pod for people who prefer this. Of course it means that our speakers sound out of place since they now sound like they are talking loudly in a quiet room. Let us know in the comments what you think? Timestamps the clean...
Nov 08, 2023•2 hr 22 min
SF folks: join us at the AI Engineer Foundation’s Emergency Hackathon tomorrow and consider the Newton if you’d like to cowork in the heart of the Cerebral Arena . Our community page is up to date as usual! ~800,000 developers watched OpenAI Dev Day, ~8,000 of whom listened along live on our ThursdAI x Latent Space , and ~800 of whom got tickets to attend in person: OpenAI’s first developer conference easily surpassed most people’s lowballed expectations - they simply did everything short of ann...
Nov 08, 2023•2 hr 23 min
At the AI Pioneers Summit we announced Latent Space Launchpad , an AI-focused accelerator in partnership with Decibel . If you’re an AI founder of enterprise early adopter, fill out this form and we’ll be in touch with more details. We also have a lot of events coming up as we wrap up the year, so make sure to check out our community events page and come say hi! We previously interviewed the founders of many developer productivity startups embedded in the IDE, like Codium AI , Cursor , and Codei...
Nov 03, 2023•1 hr 7 min
The first workshops and talks from the AI Engineer Summit are now up ! Join the >20k viewers on YouTube , find clips on Twitter (we’re also clipping @latentspacepod ), and chat with us on Discord ! Text-to-SQL was one of the first applications of NLP. Thoughtspot offered “Ask your data questions” as their core differentiation compared to traditional dashboarding tools. In a way, they provide a much friendlier interface with your own structured (aka “tabular”, as in “SQL tables”) data, the sam...
Oct 26, 2023•39 min
Thanks to the over 17,000 people who have joined the first AI Engineer Summit! A full recap is coming. Last call to fill out the State of AI Engineering survey ! See our Community page for upcoming meetups in SF, Paris and NYC . This episode had good interest on Twitter and was discussed on the Vanishing Gradients podcast . Fast.ai’s “Practical Deep Learning” courses been watched by over >6,000,000 people, and the fastai library has over 25,000 stars on Github. Jeremy Howard, one of the creat...
Oct 19, 2023•1 hr 9 min
Thanks to the over 11,000 people who joined us for the first AI Engineer Summit! A full recap is coming, but you can 1) catch up on the fun and videos on Twitter and YouTube , 2) help us reach 1000 people for the first comprehensive State of AI Engineering survey and 3) submit projects for the new AI Engineer Foundation . See our Community page for upcoming meetups in SF, Paris, NYC, and Singapore . This episode had good interest on Twitter . Last month, Imbue was crowned as AI’s newest unicorn ...
Oct 14, 2023•1 hr 5 min
This is a special double weekend crosspost of AI podcasts, helping attendees prepare for the AI Engineer Summit next week. After our first friendly feedswap with the Cognitive Revolution pod , swyx was invited for a full episode to go over the state of AI Engineering and to preview the AI Engineer Summit Schedule , where we share many former CogRev guests as speakers. For those seeking to understand how two top AI podcasts think about major top of mind AI Engineering topics, this should be the p...
Oct 08, 2023•1 hr 30 min
This is a special double weekend crosspost of AI podcasts, helping attendees prepare for the AI Engineer Summit next week. Swyx gave a keynote on the Software 3.0 Landscape recently (referenced in our recent Humanloop episode ) and was invited to go deeper in podcast format, and to preview the AI Engineer Summit Schedule . For those seeking to ramp up on the current state of thinking on AI Engineering, this should be the perfect place to start, alongside our upcoming Latent Space University cour...
Oct 07, 2023•39 min
Want to help define the AI Engineer stack ? >800 folks have weighed in on the top tools, communities and builders for the first State of AI Engineering survey, which we will present for the first time at next week’s AI Engineer Summit . Join us online ! This post had robust discussion on HN and Twitter . In October 2022, Robust Intelligence hosted an internal hackathon to play around with LLMs which led to the creation of two of the most important AI Engineering tools: LangChain 🦜⛓️ ( our in...
Oct 05, 2023•1 hr 8 min
Want to help define the AI Engineer stack? >500 folks have weighed in on the top tools, communities and builders for the first State of AI Engineering survey! Please fill it out (and help us reach 1000!) The AI Engineer Summit schedule is now live! We are running two Summits and judging two Hackathons this Oct. As usual, see our Discord and community page for all events. A rite of passage for every AI Engineer is shipping a quick and easy demo, and then having to cobble together a bunch of so...
Sep 29, 2023•1 hr 21 min
Want to help define the AI Engineer stack? Have opinions on the top tools, communities and builders? We’re collaborating with friends at Amplify to launch the first State of AI Engineering survey ! Please fill it out (and tell your friends)! In March, we started off our GPT4 coverage framing one of this year’s key forks in the road as the “ Year of Multimodal vs Multimodel AI ”. 6 months in, neither has panned out yet. The vast majority of LLM usage still defaults to chatbots built atop OpenAI (...
Sep 20, 2023•53 min
Want to help define the AI Engineer stack? Have opinions on the top tools, communities and builders? We’re collaborating with friends at Amplify to launch the first State of AI Engineering survey! Please fill it out (and tell your friends)! If AI is so important, why is its software so bad? This was the motivating question for Chris Lattner as he reconnected with his product counterpart on Tensorflow, Tim Davis , and started working on a modular solution to the problem of sprawling, monolithic, ...
Sep 14, 2023•1 hr 29 min
As alluded to on the pod, LangChain has just launched LangChain Hub : “the go-to place for developers to discover new use cases and polished prompts.” It’s available to everyone with a LangSmith account, no invite code necessary. Check it out ! In 2023, LangChain has speedrun the race from 2:00 to 4:00 to 7:00 Silicon Valley Time . From the back to back $10m Benchmark seed and (rumored) $20-25m Sequoia Series A in April, to back to back critiques of “ LangChain is Pointless ” and “ The Problem w...
Sep 06, 2023•1 hr 1 min
The AI Engineer Summit Expo has been announced , presented by AutoGPT (and future guest Toran Bruce-Richards !) Stay tuned for more updates on the Summit livestream and Latent Space University . This post was on HN for 10 hours . What comes after the Transformer? This is one of the Top 10 Open Challenges in LLM Research that has been the talk of the AI community this month. Jon Frankle ( friend of the show !) has an ongoing bet with Sasha Rush on whether Attention is All You Need , and the most ...
Aug 30, 2023•1 hr 12 min
Thanks to the almost 30k people who tuned in to the last episode ! Your podcast cohosts have been busy shipping: * Alessio open sourced smol-podcaster , which makes the show notes here! * swyx launched GodMode . Maybe someday the Cursor of browsers? * We’re also helping organize a Llama Finetuning Hackameetup this Saturday in anticipation of the CodeLlama release. Lastly, more speakers were announced at AI Engineer Summit ! 👀 ~46% of code typed through VS Code is written by Copilot. How do we g...
Aug 22, 2023•59 min
Invites are going out for AI Engineer Summit ! In the meantime, we have just announced our first Actually Open AI event with Brev.dev and Langchain, Aug 26 in our SF HQ (we’ll record talks for those remote). See you soon (and join the Discord)! Special thanks to @nearcyan for helping us arrange this with the Eleuther team. This post was on the HN frontpage for 15 hours. As startups and even VCs hoard GPUs to attract talent, the one thing more valuable than GPUs is knowing how to use them (aka, m...
Aug 16, 2023•51 min
We have just announced our first set of speakers at AI Engineer Summit ! Sign up for the livestream or email [email protected] if you’d like to support. We are facing a massive GPU crunch . As both startups and VC’s hoard Nvidia GPUs like countries count nuclear stockpiles, tweets about GPU shortages have become increasingly common. But what if we could run LLMs with AMD cards, or without a GPU at all? There’s just one weird trick: compilation. And there’s one person uniquely qualified to do ...
Aug 10, 2023•52 min
Our 3rd podcast feed swap with other AI pod friends! Check out Cognitive Revolution and Practical AI as well. NLW is the best daily AI YouTube/podcaster with the AI Breakdown. His summaries and content curation are spot on and always finds the interesting angle that will keep you thinking. Subscribe to the AI Breakdown wherever fine podcasts are sold! https://pod.link/1680633614 You can also watch on YouTube: Timestamps courtesy of summarize.tech The hosts discuss the launch of Code Interpreter ...
Aug 04, 2023•59 min
FlashAttention was first published by Tri Dao in May 2022 and it had a deep impact in the large language models space. Most open models you’ve heard of (RedPajama, MPT , LLaMA , Falcon, etc) all leverage it for faster inference. Tri came on the podcast to chat about FlashAttention, the newly released FlashAttention-2, the research process at Hazy Lab, and more. This is the first episode of our “Papers Explained” series, which will cover some of the foundational research in this space. Our Discor...
Jul 26, 2023•55 min
As first discussed on our May Emergency pod and leaked 4 days ago , Llama (renamed from LLaMA) was upgraded to Llama 2 (pretraining on 2 trillion tokens with 2x the context length - bigger than any dataset discussed in Datasets 101 , and adding ~$20m of RLHF/preference annotation) and released for commercial use on 18 July. It immediately displaced Falcon-40B as the leading open LLM and was immediately converted/ quantized to GGML and other formats. Llama 2 seems to outperform all other open sou...
Jul 19, 2023•1 hr 20 min
In April, we released our first AI Fundamentals episode: Benchmarks 101 . We covered the history of benchmarks, why they exist, how they are structured, and how they influence the development of artificial intelligence. Today we are (finally!) releasing Datasets 101 ! We’re really enjoying doing this series despite the work it takes - please let us know what else you want us to cover! Stop me if you’ve heard this before: “GPT3 was trained on the entire Internet”. Blatantly, demonstrably untrue :...
Jul 17, 2023•1 hr 1 min
Code Interpreter is GA! As we do with breaking news, we convened an emergency pod and >17,000 people tuned in, by far our most biggest ever. This is a 2-for-1 post - a longform essay with our trademark executive summary and core insights - and a podcast capturing day-after reactions. Don’t miss either of them! Essay and transcript: https://latent.space/p/code-interpreter Podcast Timestamps [00:00:00] Intro - Simon and Alex [00:07:40] Code Interpreter for Edge Cases [00:08:59] Code Interpreter...
Jul 10, 2023•2 hr 4 min
Part 2 of our podcast feed swap weekend! Check out Cognitive Revolution as well. "Data" Dan Whitenack has been co-host of the Practical AI podcast for the past 5 years, covering full journey of the modern AI wave post Transformers. He joined us in studio to talk about their origin story and highlight key learnings from past episodes, riff on the AI trends we are all seeing as AI practitioner-podcasters, and his passion for low-resource-everything! Subscribe on the Changelog , RSS , Apple Podcast...
Jul 02, 2023•1 hr
Thanks to the over 1m people that have checked out the Rise of the AI Engineer . It’s a long July 4 weekend in the US, and we’re celebrating with a podcast feed swap! We’ve been big fans of Nathan Labenz and Erik Torenberg’s work at the Cognitive Revolution podcast for a while, which started around the same time as we did and has done an incredible job of hosting discussions with top researchers and thinkers in the field, with a wide range of topics across computer vision (a special focus thanks...
Jul 01, 2023•2 hr 5 min
We are now launching our dedicated new YouTube and Twitter ! Any help in amplifying our podcast would be greatly appreciated, and of course, tell your friends! Notable followon discussions collected on Twitter , Reddit , Reddit , Reddit , HN , and HN . Please don’t obsess too much over the GPT4 discussion as it is mostly rumor; we spent much more time on tinybox/tinygrad on which George is the foremost authority! We are excited to share the world’s first interview with George Hotz on the tiny co...
Jun 20, 2023•1 hr 13 min
Full Transcript and show notes: https://www.latent.space/p/function-agents?sd=pf Timestamps: [00:00:00] Intro [00:01:47] Recapping June 2023 Updates [00:06:24] Known Issues with Long Context [00:08:00] New Functions API [00:10:45] Riley Goodside [00:12:28] Simon Willison [00:14:30] Eric Elliott [00:16:05] Functions API and Agents [00:18:25] Functions API vs Google Vertex JSON [00:21:32] From English back to Code [00:26:14] Embedding Price Drop and Pinecone Perspective [00:30:39] Xenova and Huggi...
Jun 14, 2023•1 hr 28 min