On Tuesday, June 10, 2025 at 7:32:32 AM UTC-5 Edward K. Ream wrote:

This paper <https://www.nature.com/articles/s41586-021-03544-w> about AlphaChip 
<https://deepmind.google/discover/blog/how-alphachip-transformed-computer-chip-design/>mentioned
 
hypergraphs <https://en.wikipedia.org/wiki/Hypergraph>.


I should acknowledge the source of the links above. They come from this 
YouTube video <https://www.youtube.com/watch?v=kucIgsS6wrw> from Anastasiia 
Nosova <https://www.linkedin.com/in/anastasiintech/?originalSubdomain=at>.  
Her YouTube channel is here <https://www.youtube.com/@AnastasiInTech>. 

The 5-minute mark of the video starts her interview with Pushmeet Kohli 
<https://en.wikipedia.org/wiki/Pushmeet_Kohli>, along with overlaid video 
of the Gemini LLM in action evolving the initial template. It's worth a 
look, imo. It's brilliantly clear explanation. Notice the references (in 
playback!) to the python tools jax 
<https://en.wikipedia.org/wiki/JAX_(software)>and jaxline 
<https://github.com/google-deepmind/jaxline>. Wow.

The references to Dr. Kohli are also the highlight of my first AI 
conversation 
<https://groups.google.com/g/leo-editor/c/MBbR5calg7M/m/G9HJtxhbAAAJ>.

Edward

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