What? HRM? Runs on Single GPU Whoa

I often sleep while YouTube plays and you know what? I came awake to this one video.
So I am planning to set up my AI (hobby) Lab and this seems to be a reasonable choice for my Imagineering.

Your Thoughts:


A tiny startup from Singapore just dropped a new AI agent—and it’s shaking up the entire AI world. Called HRM (Hierarchical Reasoning Model), this 27-million parameter model is beating giants like Claude and OpenAI’s o3 mini high on tough reasoning tasks, while running on just one GPU. With a brain-inspired architecture, no pretraining, and open-source access, HRM might be the most important step toward real AGI we’ve seen in years.

:police_car_light: Why It Matters: HRM proves that we don’t need billions of parameters or massive datasets to build smart AI. Its design could reshape how we train, deploy, and scale AI models—and it’s already open for anyone to explore.


I thought to share what I see.

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# Reasoning without Language - Deep Dive into 27 mil parameter Hierarchical Reasoning Model

I sure liked this. I like learning through videos.
So this is “the people” of HRM and some of it is over my head but that is to be expected for a novice.
It’s long and they do offer possibilities for “greater constructs.” towards the end of the video.
What I liked best was the idea of abstract reasoning without language. I imagine the same but again, I am a novice at this so hey I keep on learning.
It is so amazing that we have our “AI.” Just think, five years from now what will we have with the pace of the changes in AI we are seeing.

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