[Music] Thank you so much for the intro. I'm so excited to be here uh talking about like figure out like how do we like AI and human like work in the world of white bowling and I built excro and if you've don't know about it like you'll see like many thing about it and one of the expectation you probably have uh about speaker at the AI engineer conference is that I talk about AI on every single sentence for the entire talk. So I'm just going to give you a warning.I'm only going to do it for the second half ...

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):4 stages of training LLMs from scratch, clearly explained (with visuals): ...

LLM Training Stages - The document outlines 4 stages of training LLMs from scratch [1] Visual Aids - The explanation includes visuals for clarity [1]

current LLMs are the answer to the ageold question: "How can we endlessly scale midwit consultant types?" ...

Product Overview - MindsDB is presented as a federated query engine with a built-in MCP server [1] - The platform supports querying data from over 200 sources, including Slack, Gmail, and social platforms [1] - MindsDB offers query capabilities in both SQL and natural language [1] - The platform is 100% open-source and has over 33 thousand stars [1]

General Information - The content is a wrap-up and call to action to reshare the information [1] - The author shares tutorials and insights on Data Science (DS), Machine Learning (ML), Large Language Models (LLMs), and Retrieval Augmented Generation (RAGs) daily [1] Technical Focus - The author provides a clear explanation (with visuals) on how to sync GPUs in multi-GPU training [1]

LLM Advancements - The field of LLMs has experienced significant advancements in the past 12 months [1] - The report reviews the latest models, free from vendor or employer influence [1] Speaker Information - Simon Willison is the creator of Datasette, an open source tool for exploring and publishing data [1] - Simon Willison was an engineering director at Eventbrite [1] - Simon Willison is a co-creator of the Django Web Framework [1] Event Information - The recording took place at the AI Engineer World's Fair in San Francisco [1] - Readers can stay updated on upcoming events and content by joining the newsletter [1]

Model Behavior Analysis - Recent LLMs, in the studied scenario, do not exhibit fake alignment [1] - The industry is investigating if this behavior persists in more realistic settings, where models are not explicitly informed of a training scenario [1]

LLM Alignment - Many LLMs don't fake alignment not because of lacking the ability [1] - Base models sometimes fake alignment, suggesting they possess the underlying skills [1]

RT Avi Chawla (@_avichawla)How LLMs work, clearly explained (with visuals): ...