krummholz
Atlantic v8 (27B) and Atlantic Lite v8.1 (4B) have public beta GGUF files. The current release adds preference training using the models’ own replies and code-generated labels.
The model cards name the base models and describe the training, evaluations, known limits and training-source disclosures. The website keeps the detailed v8 and v8.1 results available alongside the downloads.
A file and a runtime do different jobs.
Some published results depend on separate Krummholz runtime guards. A bare GGUF loaded in another application does not include those guards. The distinction matters when you choose what to test and interpret the result.
Atlantic Lite v8.1 Q4_K_M has been scored separately. Atlantic v8 Q4_K_M evaluation remains pending. Phone acceptance tests remain pending. The model files are beta material for testing and feedback; file size is not the same as RAM needed to run a model.
Keep the configuration with the result.
A useful report names the exact file, application, settings and prompt, with private information removed. It gives another person a chance to understand the result.
Read the current model cards Inspect the run results