The SF housing inventory is not large, only a few hundred homes on the market, and few thousand sales per year total. A couple hundred people that can buy at any cost, and a thousand more that are willing to push their finances to the limit and you could see a pretty significant change.
There's also a multiplier as price jumps let people cash out of their current homes with lots of spare equity.