I have had only glancing exposure to investment clubs, and that's from a tax perspective, but they're typically structured as unincorporated associations or as partnerships. All gains & losses pass through to the members.

They typically only invest in registered, publicly traded securities - if someone is claiming that an "investment club" somehow escapes the rules about the registration of securities and securities dealers, a citation to the applicable regs/statute would be a good start.