Why does adding convolution/pool layer crash Keras/Tensorflow model while running on RTX 3070/cudnn8/CUDA11.1?

Question

System Info

• OS: Windows 10,
• cudnn: 8.0,
• CUDA toolkit: 11.1 installed overtop of 10.2,
• GPU: Nvidia RTX 3070,