Verifiable evidence of them learning key new skills on their own, building passion projects (ideally somewhat comparable to what your startup needs), taking work to the finish line, etc.

Press (politely) for extra details via follow-up questions. Make it easy for the legitimate doers to share specifics of what they've done and learned, while the posers get vague in a hurry and change the subject.