Update AMIs with latest CUDA toolkit #515
Description
Done Criteria
As a follow-up to #514, we should update our AMIs to include the latest version of the CUDA toolkit to ensure consistency and compatibility with Ubuntu 24.04.
Why Important
Currently, the CI workflow installs CUDA during the build process, which can lead to inconsistencies if the installed version differs from what's expected, and installing CUDA during the CI workflow adds significant time to the build process.
@galargh, feel free to add more context to this issue if there are important notes that I have missed.