๐Ÿ—๏ธ๐Ÿšข๐Ÿš€ PydanticAI


โ€‹

Hey, AIM community!

โ€‹

Next Wednesday, we begin a new series on Optimization of LLMs! We'll tackle an important topic from first principles: building and optimizing LLMs before they make it to production.

What are the essential concepts and code that underlie the technology, from loss functions and gradient descent to LSTMs, RLHF, and GRPO? Join us to kick off our new series - which we will continue monthly - about Optimization of LLMs.

โ€‹


Last week, we put PydanticAI to the test! ๐Ÿš€ The team behind Pydantic, the most widely used open-source data validation library, has been making moves raising money and getting pedantic about agents.

"If my team uses Pydantic, should we use PydanticAI for agents?" This question from our community motivated our event. The answer? Well, perhaps yes, kind of! If you're a fan of "that FastAPI feeling," it might be for you, despite its early stage vibes. s/o to the PydanticAI docs too ๐Ÿ˜†!

๐Ÿงฐ Resources


๐Ÿ”ญ Coming Up!

DeepSeek #OpenSourceWeek

DeepSeek dropped some heavy-hitting repos for their #OpenSourceWeek. Did you catch all of them? We'll cover and discuss FlashMLA, DeepEP, DeepGEMM, Optimized Parallelism Strategies, and 3FS. Perhaps best of all, we'll overview their entire inference system for DeepSeek V3 and R1.

RAG: The 2025 Best-Practice Stack

What's the best way to build a RAG application for enterprise? We believe that in 2025, there is a right answer.

Join us to cover the essential production-grade RAG application components and tradeoffs you need to know to create value for yourself and your company in 2025.


๐ŸŒ Around the Community!

๐Ÿ’ก Transformation Spotlight: Arthi Kasturirangan! Learn how this software engineer with 20 years of experience is spearheading her company's innovation, architecture, and solutioning of Gen AI products. Read more about her story!โ€‹

โ€‹

video previewโ€‹

โ€‹

๐Ÿค“ See what the community is building, shipping, and sharing this week. Join us in the Lounge every Monday at 9 AM PT for some accountability!

โ€‹

Want to join the AIM community? Hop into Discord and share your intro!


โ€‹

๐Ÿ–ผ๏ธ Meme of the Week


๐ŸŒŸ Want to start building, shipping, and sharing? Check out LLM Foundations - an email-based course or our newly open-sourced full LLM Engineering course!

โ€‹

Keep building ๐Ÿ—๏ธ shipping ๐Ÿšข and sharing ๐Ÿš€,

โ€‹

โ€‹Dr. Greg, The Wiz, Seraacha, and Luskโ€‹
โ€‹AI Makerspaceโ€‹

โ€‹
โ€‹Unsubscribe ยท Preferencesโ€‹

The LLM Edge

Read more from The LLM Edge
The Llama 4 Herd

Hey, AI Makerspace community! This Wednesday, we'll cover the new release from OpenAI: Codex CLI, a lightweight coding agent that runs in your terminal. Carrying the same name as the original Codex models released in 2021, this new open-source tooling is a CLI-based coding agent that bears little resemblance to the model that originally powered GitHub Copilot. Join us to understand coding agents and best practices for their use in 2025 ๐Ÿ” Coming Up: What is an Agent? OpenAI just released their...

RAG: The 2025 Best Practice Stack

Hey, AIM community! Tomorrow, we'll cover Enterprise Agents with OpenAI! What does the agents SDK look like from OpenAI? How does it build on previous work they've done? Are they officially in the end-to-end platform game competing with orchestration frameworks like LangChain, LlamaIndex, CrewAI, and others? Join us live to find out! Last week, we discussed RAG: The 2025 Best-Practice Stack This is the year of Practical RAG, and we kicked it off by unpacking the Minimum Viable...

DeepSeek Week

Hey, AIM community! On Wednesday, we'll cover the infra stack that we recommend for RAG in 2025. Then, we'll build, ship, and share a best-practice RAG app. We'll also discuss important production tradeoffs and implications that you should consider before and after deployment when going from zero to production RAG! Last week, we discussed the latest open-source repo drops from DeepSeek Week, and we covered how they're being used as a new best-practice way to do inference on MoE models via...