I re-created my site again. This time I edited upload_dir to point to a 2nd domain. The 2nd domain at that point wasn't pointed to my host, but to my old host.
Now it seems photon has cached this immediately, and now has an error
"We cannot complete this request, remote data was invalid"
Even though the actual image now works.
How do you get photon to recache?