Weights need a contract
A downloadable checkpoint is a starting point. A useful release also explains the input, the output, the preprocessing, and the conditions under which the model was evaluated. Without that context, a technically valid inference call can still answer the wrong question.
Conversion is an experiment
Moving a model to another runtime creates a new artifact that deserves its own checks. The CBraMod Core ML package publishes numerical and task-level validation against its reference. The Manchego MLX cards report format trade-offs rather than treating quantization as invisible.
Small details become system behavior
A different EEG window can change the task. An altered prompt can change the options being scored. A smaller numerical format can change a probability distribution. These are not simply packaging details: they affect the behavior of the system that consumes the model.
Make the next experiment easier
Our editorial standard is to keep provenance, intended use, and limitations close to the artifact. A release should help another researcher ask a better question and reproduce the relevant behavior. The goal is not just to share a file, but to make the next careful experiment possible.
Source material
This editorial draft draws on the public release documentation below. It does not report a new experiment.
CBraMod Core ML validationManchego MLX 4-bit format notesPrepared for this website on 25 Sep 2026.