Cuda container's drivers compatibility fails - System has unsupported display driver / cuda driver combination

Hey, I have the following error when starting nvcr.io/nvidia/cuda-dl-base:25.03-cuda12.8-devel-ubuntu24.04 container, but nvidia-smi on the host shows CUDA version is 12.8

What causes that ?
How CUDA/display drivers work between host and container and what compatibility constraints exist?

hgx-isr1-pre-01 ~ ➜ nvidia-smi 
+-----------------------------------------------------------------------------------------+
 | NVIDIA-SMI 570.133.20 Driver Version: 570.133.20 CUDA Version: 12.8 | 

➜ enroot start cuda-dl-base-25.03-cuda12.8-devel-ubuntu24.04 
========== 
== CUDA == 
========== 
NVIDIA Release (build ) 

CUDA Version 12.8.1.012 

ERROR: The NVIDIA Driver is present, but CUDA failed to initialize. GPU functionality will not be available. [[ System has unsupported display driver / cuda driver combination (error 803) ]]