My research project involves the generalization of AI hardware accelerators to leverage their computing power in non-AI tasks. This involves the creation of frameworks, domain specific languages, profiling and verification schemes as well as scheduling algorithms. Examples where the number crunching capabilities of AI hardware could be utilized in this way include scientific computing, data centers, healthcare, climate research and commercial products.