Not really. If they were really, really frugal, the most I could see that lasting is 2 years.
That seems more in line with my experience (and the $10,000 price is also something I've heard often). I could easily see my grandparents in law (who live in rural China) be able to live of $10k for three years, given that nothing exceptional happens.