I read about Multi Agent systems https://www.anthropic.com/engineering/built-multi-agent-research-system.
Interesting read and they referenced https://brandon.dimcheff.com/2018/02/rainbow-deploys-with-kubernetes Rainbow 🌈 deployments from 2018.
We have test cases for 🌈 deployments since at least 4 years ago https://github.com/zalando/skipper/blob/master/dataclients/kubernetes/testdata/routegroups/traffic/with-weights.yaml.

#ML deployments #kubernetes

Just use Skipper (oss http proxy) instead of these kind of half baked kubernetes svc solutions for 🌈 deployments. What do I mean about half baked? Http clients are often holding connections forever so sometimes they never close the connection. You would be surprised if you test which http clients do this. 😀

How we built our multi-agent research system

On the the engineering challenges and lessons learned from building Claude's Research system

I think I may have found the most messed up LLM's of all time... and it's in my computer

Whenever I prompt NSFL, mind you, not NSFW, NSFL stuffs, it reminds me of the time I used to visit liveleak, ogrish, rotten, etc. I visited those websites out of morbid curiosity, and being a teenager, it messed me up real bad.

Over time I got sick of seeing dead humans, dead animals, how people skin us bears for our furs & meat... It's why I'm holding a little bit of grudge against humans..

#ai #ml

chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulations

#CUDA #Physics #Chemistry #MD #ML #Package

https://hgpu.org/?p=29937

chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulations

Machine learning potentials (MLPs) have advanced rapidly and show great promise to transform molecular dynamics (MD) simulations. However, most existing software tools are tied to specific MLP arch…

hgpu.org

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Google reportedly plans to cut ties with Scale AI | TechCrunch

Meta’s massive investment in Scale AI may be giving some of the startup’s biggest customers pause. Reuters reports that Google had planned to pay Scale AI $200 million this year but is now planning to cut ties with the startup and is having conversations with its competitors.

TechCrunch
OxCaml, Jane Street's extension of OCaml is now open-source | Lobsters

Your flagship has just come in!

The M2 GEN 6 mobile workstation is a superb choice for anyone looking for the
best out-of-the-box #Linux experience with the most powerful mobile hardware. The astounding 24-thread CPU, dazzling RTX 50-series GPUs, high-speed DDR5 RAM, and PCIe 5.0 storage make it a dream to work on.

See more at: https://kfocus.org/spec/spec-m2

#Laptop #ML #Engineers #Developers #Creators

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Microsoft recognized for second consecutive year as a Leader in the 2025 Gartner® Magic Quadrant™ for Data Science and Machine Learning Platforms | Microsoft Azure Blog

Find out how Microsoft Azure Machine Learning can help you optimize business processes, improve customer experiences, and drive innovation.

Microsoft Azure Blog
Exclusive: Clay secures a new round at a $3B valuation, sources say

The sales automation startup doubles its valuation a month after launching a tender offer at $1.5 billion.

TechCrunch