nvidia-smi # Look for Driver Version: 550.xx+ and CUDA Version: 12.8
Update if you're running modern transformers or multi-stream workloads. Wait if stuck on legacy CUDA 11.x codebases. nvidia cuda driver news
✅ – reduced overhead when running multiple models/processes on the same GPU. ✅ New cuDNN frontend APIs – up to 30% faster attention kernels for transformers. ✅ Windows WSL2 improvements – finally near-native PCIe bandwidth for dual-GPU setups. ⚠️ Breaking change – older CUDA 11.x binaries may need recompilation if using dynamic parallelism. nvidia-smi # Look for Driver Version: 550