Phew! I'm glad I've been hitting the "Happy Case" scenario all these years!
Very useful article. And very informative.
Summary:
Instead of -
find . -name *.jpg
Use quotes around pattern i.e. find . -name '*.jpg'
Edit: Oops, the double-quotes should have been single quotes! Thanks, @lucd. Happy case, like I said!