How to pass a nid to panel, and load a node with the given nid as context?
Settings -> Basic -> Path -> something/%node/something_else
Settings -> Arguments -> Change ->  Content: ID


Then at 'Variants -> Contexts' you should see the loaded 'Argument 1'.