Can supply-side economics resolve a demand-side economic problem?

Here’s a definition of supply-side economics and the problem it is aimed at solving. And here’s what demand-side economics is, and the sort of problem it can fix. Here is a thoughtful discussion of which approach best addresses today’s fiscal challenges.

Which problem does the economy currently face? Why do some people insist on applying the same tool regardless of the nature of the problem they are facing?