- Cluster clients now refuse to connect without GPU capabilities (CUDA/ROCm)
- Cluster master rejects authentication from clients without GPU backends
- Local master node only appears in cluster nodes list if GPU backends are available
- Master already prevented launching local worker processes without GPUs
- Systems without GPUs cannot participate in distributed processing
- Clear error messages when GPU requirements are not met
- Maintains cluster integrity by ensuring all nodes contribute computational power