TIL: only deepcopy() can handle nested Python lists making the copy immutable. Just calling .copy() doesn't do the trick.

Python learning of the week: polymorphism taken to a new level! You can call an object method from an unrelated object (not inherited) and Python looks up the object class for the method! Last week was decorators, a beautiful way to reuse code without explicit function calls.

Getting started with Notebooks is easy but state management is a bit hectic and doesn't fill the reqs for a production system. Using Flyte imposes ergonomic changes like type annotations and the overall mindset of a "pipeline", but it's reliable and reproducible OOB.

Am I going too far?😅 Anyways, all I expect from this book is to understand better the arch of a GPU, not to become proficient in CUDA.

This is the challenge that all of us in #DevRel face every day!

1/5 In the lead-up to #Raysummit, we have a guest blog on Building a RAG Batch Inference Pipeline with Anyscale and Union_ai 🚀

Yujian Tang Also in Seattle next week: John Gilhuly will be at @union ai for an in-person event dedicated to agents on Wednesday. Join us for two talks plus lots of time for networking. Here's the schedule: ✨ 5:30pm - 6:00pm: Networking, and Food ✨ 6:00pm - 6:30pm: Evaluating AI

Retries. Often touted as a simply fix for reliability in the presence of failure－However, retries are incredibly difficult to get right. This paper is a fantastic discussion of the complex world of retries

The DAG models everything from ETL pipelines to neural networks so well that it has become one of the few widely adopted abstractions in the ML world.

How is AI orchestration powering the future of #bioinformatics? Union’s platform empowers researchers to tackle computationally intensive problems like protein folding with ease, scalability, and precision. Learn more in our latest blog. #ML hubs.la/Q031WPpR0

🚀 Exciting news! Union is heading to #gtc2025 next week! 🎉 Join us at Booth 2022 to see how we’re revolutionizing AI workflows and model serving. Want to see it in action? Want to learn how Union can Unify your AI Development? 🔗 Book a chat: cal.com/team/unionsolu…

🚨We’re at GTC (booth 2022) with a huge announcement—Union now serves AI models and apps! Learn common AI serving mistakes in our whitepaper: hubs.la/Q03ckdcp0 Union serves 2x faster than SageMaker, in any cloud. #GTC2025 #MLOps #Serving #Inference #CompoundAI

I am at GTC and found like 10 Companies built on top of Flyte - crazy way to spread fast.

A free 698-page PDF ebook with everything you need to know about math:

Pandera passed 100 million downloads this weekend! (not the sandwich shop, the open source data validation project) Huge thanks to our incredible OSS community at Union.ai. Here’s to 100 million more! union.ai/pandera

✈️ Introducing Flyte 2.0 ✈️ Dynamic, crash-proof, resource-aware AI orchestration. Plus, a fully functional agent runtime. This is big. Learn more and access the beta: union.ai/blog-post/intr…

Flyte 2 isn't just an AI orchestrator. It's a durable, dynamic agent runtime. union.ai/flyte/2-0-anno…

Amazon S3 Vectors + Flyte 2.0 = simpler, cheaper AI pipelines Flyte 2.0 users can now use S3 Vectors. That means no separate vector database, cut up to 90% of related costs, fewer moving parts to manage. Learn how it works: union.ai/blog-post/amaz… #S3 #orchestration #agents

🚀📕 The GPU + Kubernetes book is finally here. After six months of rabbit holes, I finally understood why this problem was so hard. When I started, I thought GPUs were just fancy parallel processors. Mount the device, set some resource limits, and done. Then I learned that GPUs