Just got advice from Lamma's resident butterly/moth expert, Paul Lau in Ok Kwu Wan, author of the great "HK Butterflies" book:
Paul Lau {L_WROTE}:
It is a Lepidoptera: Sphingidae
Common names: sphinx moths, hawk moths.
Watch the special little funny tail of the beautiful caterpillars. They are commonly known as hornworms.
Hawk Moths are large size moths, quite many local species. Some of them are always mistaken as our "Chinese humming birds".
The caterpillars usually go under the soil to form its pupal stage.
Enjoy your watching.
Paul Lau
So this means: Leave it be, it's all normal, it'll dig itself under the soil soon to pupate. Don't miss it when it emerges, we expect detailed photos!
I've photographed and published one of these "Hummingbird Hawkmoths" in the Lamma-zine a few weeks back inside the helipad, on Sep 18:
