What does numbness in the left little finger mean? This started only two weeks ago. How serious is it?

Correlations. Could be ulnar nerve problem at elbow or wrist but also might be localized digital nerve. If persists, have your doctor evaluate.
Cubital tunnel. It could be cubital tunnel syndrome - a pinched nerve at the elbow. A hand surgeon can make the definitive diagnosis and treat.