Llama 4
Collection
Llama 4 release
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10 items
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Updated
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414
Jared Sulzdorf PRO
jsulz
AI & ML interests
Infrastructure, law, policy
Recent Activity
liked
a Space
2 days ago
xet-team/repo-graph
posted
an
update
2 days ago
As https://huggingface.co/xet-team infrastructure begins backing hundreds of repositories on the Hugging Face Hub, weβre getting to put on our researcher hats and peer into the bytes. π π€
IMO, one of the most interesting ideas Xet storage introduces is a globally shared store of data.
When you upload a file through Xet, the contents are split into ~64KB chunks and deduplicated, but what if those same chunks already exist in another repo on the Hub?
If we can detect and reuse them, we skip them as well saving time and bandwidth for AI builders. More on how that works here:
π https://huggingface.co/blog/from-chunks-to-blocks#scaling-deduplication-with-aggregation
Because of this, different repositories can share bytes we store. That opens up something cool - we can draw a graph of which repos actually share data at the chunk level, where:
- Nodes = repositories
- Edges = shared chunks
- Edge thickness = how much they overlap
https://huggingface.co/spaces/xet-team/repo-graph
Come find the many BERT islands. Or see how datasets relate in practice, not just in theory. See how libraries or tasks can tie repositories together. You can play around with node size using storage/likes/downloads too.
The result is a super fun visualization from @saba9 and @znation that Iβve already lost way too much time to. I'm excited to see how the networks grow as we add more repositories!
liked
a model
2 days ago
reach-vb/yolo
Organizations
jsulz's activity
upvoted
a
collection
5 days ago
upvoted
a
paper
5 days ago
upvoted
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article
6 days ago
Article
Welcome Llama 4 Maverick & Scout on Hugging Face!
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138
upvoted
an
article
16 days ago
Article
Training and Finetuning Reranker Models with Sentence Transformers v4
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107
upvoted
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paper
16 days ago
upvoted
a
collection
18 days ago
upvoted
an
article
21 days ago
Article
The New and Fresh analytics in Inference Endpoints
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2
collections
22 days ago
upvoted
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article
22 days ago
Article
AI Policy: π€ Response to the White House AI Action Plan RFI
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upvoted
an
article
24 days ago
Article
Xet is on the Hub
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2
papers
25 days ago
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article
30 days ago
Article
Welcome Gemma 3: Google's all new multimodal, multilingual, long context open LLM
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upvoted
a
collection
30 days ago
upvoted
2
articles
about 1 month ago
Article
Synthetic data: save money, time and carbon with open source
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Article
Hugging Face and JFrog partner to make AI Security more transparent
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