Today, SUSE has released a new fine-tuned version of the language model, Cavil-Qwen3-4B, as open source on openSUSE’s Hugging Face in order to make legal compliance automation more accessible to developers across the open-source ecosystem.

The release is built on the excellent Qwen3-4B base model and uses a LoRA adapter (Low-Rank Adaptation) to detect legally relevant text like license declarations in code and documentation. The model stems from openSUSE’s compliance tool Cavil, which provides transparent and collaborative open-source legal tooling.

The 4B parameter model size offers a great balance between performance and deployability, since it provides strong language understanding and is compatible with consumer-grade GPUs. All Qwen3 variants are using the OSI-approved Apache 2.0 license, which allows commercial use and redistribution as long as licensing requirements are met.

“This model brings enterprise-grade legal classification to the broader developer community,” said Sebastian Riedel, a contributor to the project. “It’s a practical tool for any project that wants to stay ahead of compliance risks without heavyweight infrastructure.”

The project’s approach uses a 150,000-sample dataset and the Alpaca instruction format to train the model on identifying license headers and similar legal text. Evaluated against several open models, Cavil-Qwen3-4B demonstrated high accuracy with quantization options for efficient use on smaller devices.

The dataset and validation tools used to create the model will also be available via Hugging Face to allow researchers and developers to reproduce and extend the work.

The team welcomes ongoing feedback and contributions. Developers are encouraged to use the model and Hugging Face to share insights, suggested improvements or to get involved. huggingface.co/openSUSE. Developers can also be found on the openSUSE Factory mailing list.

DirtyGlassEye hat dem Pool ein Foto hinzugefügt:

I don't have much to say personally about this shot. I was walking, took it, and then continued walking. Basically I was waiting for a ride reservation so I spent around 30-40 minutes running around this area.
Fantasy Springs is the new land on the block at Disneysea. It introduces 3 new mini-lands and 4 new attractions. I'm gonna be honest however, this should've been a Fantasyland expansion at the other park. Having a bunch of smaller lands just based around IPs just doesn't fit in with the more original, unique themes of the rest of it's respective park. Neverland itself has a lot of interesting spots to photograph but neither of it's rides are particularly special. Arendelle was a decent mini-land with a VERY good ride (it tops Florida's for miles). And then this, Tangled, a decent land, and a boat ride with nothing but practical sets, just the way I like em.
Interestingly when I raised the clarity on the sky, it went from haze to this. The blue peaking in from the left and the right remaining white with the clouds, it almost looks mystical. Which I guess fits the vibe of Disney, the rest of the photo is largely the same as it was before with slight touch-ups.
And on a final note, do not think you can just walk in to ride lines and expect it to be easy going, even if there's now a standby queue. Those with the "Happy 15" entry advantage, and those staying in one of the two in-park hotels will take every available reservation. And there will be too much buzz at the entry gate to get a good enough signal, and even when you do, it WILL be sold out. So arriving before opening won't fix anything if you're not already in the park.
I hate Disney