What's the Story with Agnes-3.0-Flash?

While browsing a benchmark list site, I spotted a recently published 33B parameter model which claimed to beat Qwen3.8 27b on the ArtificialAnalysis (AA) intelligence index. I was obviously excited. But then, while looking into it, confusion starts to settle in.

Their HF model is now listed as "Preview" and explicitly calls out that it is not the same model as the one AA evaluated. The AA listing for it says it's proprietary, but they've rated the model above Qwen3.8 27b on "Openness". Their website and HF page both talk about openness and intelligence "for all".

The fact that they labelled it "Preview" sort of implies we might see an open weight final version at some point, but there are no clues about whether it will be even vaguely similar to their current HF listing. AA doesn't show the number of parameters for the model they evaluated, so it's possible they're a totally different architecture.

Does anyone know anything about their lab, intentions, or the new model? Has anyone tried it?