We provide a pretrained checkpoint to support both functionalities. No architectural change is required — CrystalFormer seamlessly switches behavior depending on whether a formula is supplied.

llmware is optimized for AI PC and local laptop, edge and self-hosted deployment across a wide range of Windows, Mac and Linux platforms, with support for GGUF, OpenVINO, ONNXRuntime, ONNXRuntime-QNN ...