Vulkan’s predictability really shines once you start spreading work across threads, though I’ve found it helps to build small debugging layers to catch sync issues before they get messy. I’ve used whatsapp api in a side tool to automate test logging across devices, and it saved me a bunch of back-and-forth during frame timing tests. It might help if you’re juggling multiple test rigs while refining your renderer.