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Apologies for the silly question, but could you tell me where to find the ‘change password’ form?

Look at the very top. You'll spot your nickname with a drop-down arrow positioned just left of "Inbox"; if you hover over that arrow, a menu pops up showing "Password" in its bottom-left corner.

That trick doesn't work anymore since the arrow has disappeared. So... could someone explain how to change my password?