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I enabled ImageAPI but did not also enable one of the image toolkits. One may say it's obvious that I need to enable one but there was no hint about it. Then I set up an ImageCache preset and of course the preview didn't render but again no error message, just no image.
I think there should be a message when I use ImageAPI without a toolkit.