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Upgrade base image to colab_20250725-060057_RC00, install google-adk (#1498)
A couple of things here:
we upgraded to our base to latest images that is still
- on py3.11
- uses keras 3.8.x and tf 2.18.x
we encounter some issues with upgrading to py3.12, so we'll punt that
for later.
in addition, we will install google-adk and pyngrok
we will add a more involved test in a later PR.
also we diffed new base image and removed packages that is now installed
in their image
@jplotts please lmk if pyngrok is needed for b/443054743 , we can always
remove this at a later point
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