A CUDA Toolkit developer is responsible for developing and maintaining the CUDA Toolkit, a software development kit that allows developers to create applications that run on NVIDIA GPUs. The toolkit includes a compiler, debugger, profiler, and other tools necessary for developing GPU-accelerated applications. The developer also works closely with NVIDIA hardware engineers to ensure that the toolkit is optimized for new GPU architectures.