machine learning Speculative Ensemble Final project for CS839: Foundational Models. We explored a new collaborative decoding method for LLMs Transformer 2 Exploring the effects of the architectural updates to standard transformers on WMT Vein Segmentation Part of UW-Madison's MLM24, won 1st place by iterative refinement of course segmentation.