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Hacker News on Rails, powered by React on Rails Pro. Open the source on GitHub by ShakaCode.

Commit 06fc0df

Rendered at 10:34:52 GMT+0000 (Coordinated Universal Time) with Rails + React on Rails RSC.

Introducing Clairic, a new System One class of extraction models (blog.cloudflare.com)

73 points by shishy 1d ago | 7 comments

zatkin 1d ago
As someone who isn't a machine learning expert by any means, are these "System One" models effectively a "refreshed look" at prior art in the space, or is it truly novel new ways of using models? I'm deeply invested in trying to dissect more from this space, as I think inserting a small {classifier,decider,extractor,...} model at any point in the SDLC can drastically improve the state of affairs. More specifically, I'm thinking that since these models are so small, they're able to fit into Docker containers, which are effectively run ~everywhere for CI / CD, and cost basically whatever is the cost of storing a Docker image.
_menelaus 22h ago
Biggest thing is that these are made from very capable LLMs trained on the whole internet. So they work out of the box on almost any classification task. Much, much different than struggling to train your own brittle classifier.
dstu 22h ago
I’m surprised this hasn’t had more attention, it seems like it should be a really solid half way house between the Jev-alikes and full-fat LLM calls. Hopefully ‘soon’ means ‘days’ for the open weights release.
nico 1d ago
Love this trend of specializing models for specific tasks and making them better at them

Looking forward to this being reinforced by smaller models as well

Exciting stuff happening

cat-whisperer 1d ago
It's interesting that they haven't published any benchmarks yet.
spdustin 1d ago
Seems like it might excel at NER and intent-slot tasks, too.
giancarlostoro 1d ago
Alright, I definitely want the open weight version of this.