This project aims to find ways to improve the ability of Diffusion Models to generate 3D consistent novel views and perform 3D editing. We want to improve performance specifically for non-rigid 3D edits (such as object insertion/removal or other geometry changing edits), utilizing guidance and building on recent advancements in flow-matchning based editing methods and 3D generation pipelines.