This sounds an awful lot like research at a university. It definitely has it's strenths and weaknesses. Some labs collaborate more than others. Some feel like islands in the ocean, while others feel like a townhouse in the city. Some labs are poor and a few are incredibly wealthy. All of them seem to filled with hard working interesting people.