diff --git a/nvidia.sh b/nvidia.sh
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+#!/bin/bash
+
+# Exit immediately if a command exits with a non-zero status.
+set -e
+
+# --- 1. NVIDIA Graphics Driver Installation ---
+echo "▶️ Section 1: Installing NVIDIA Graphics Driver..."
+echo "   This will automatically detect and install the recommended driver."
+sudo apt update
+sudo ubuntu-drivers autoinstall
+
+echo "✅ NVIDIA driver installation command issued."
+echo "   A reboot will be required later for it to take effect."
+
+# --- 2. CUDA Toolkit Installation ---
+echo "▶️ Section 2: Setting up and Installing CUDA Toolkit..."
+
+# Clean up any previous attempts to avoid conflicts
+rm -f cuda-keyring_*.deb
+
+# Set up the NVIDIA CUDA repository
+# These commands are for x86_64 architecture on Ubuntu 22.04 (which ZorinOS 17 is based on)
+wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
+sudo dpkg -i cuda-keyring_1.1-1_all.deb
+sudo apt-get update
+
+# Clean up the downloaded deb file
+rm -f cuda-keyring_1.1-1_all.deb
+
+echo "▶️ Installing the CUDA Toolkit (this includes cuBLAS)..."
+# The 'cuda' package installs the latest stable version.
+sudo apt-get install -y cuda
+
+# --- 3. cuDNN Library Installation ---
+echo "▶️ Section 3: Installing cuDNN Library..."
+# These packages provide the runtime and developer libraries for cuDNN
+sudo apt-get install -y libcudnn8 libcudnn8-dev
+
+echo "✅ CUDA and cuDNN have been installed."
+
+# --- 4. Environment Configuration ---
+echo "▶️ Section 4: Configuring environment variables in ~/.bashrc..."
+
+# Check if the CUDA paths are already in .bashrc to avoid duplicates
+if ! grep -q 'export PATH=/usr/local/cuda/bin' ~/.bashrc; then
+  echo '' >>~/.bashrc
+  echo '# Add NVIDIA CUDA Toolkit to PATH' >>~/.bashrc
+  echo 'export PATH=/usr/local/cuda/bin${PATH:+:${PATH}}' >>~/.bashrc
+  echo 'export LD_LIBRARY_PATH=/usr/local/cuda/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}' >>~/.bashrc
+  echo "✅ CUDA environment variables added to ~/.bashrc."
+else
+  echo "✅ CUDA environment variables already configured in ~/.bashrc."
+fi
+
+# --- 5. Final Instructions ---
+echo ""
+echo "------------------------------------------------------------------"
+echo "🎉 NVIDIA Stack Installation Complete!"
+echo ""
+echo "  IMPORTANT: You MUST reboot your system for the new NVIDIA"
+echo "  driver to be loaded correctly."
+echo ""
+echo "  After rebooting, open a new terminal for all changes to take"
+echo "  effect. You can verify the installation by running:"
+echo "  nvidia-smi"
+echo "  nvcc --version"
+echo "------------------------------------------------------------------"
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