Open platforms reward engagement, not intent. The result? Sellers disguised as curious contributors thrive, while authentic voices struggle to compete. We've built marketplaces that look like forums.

A 30-minute debugging journey caused by confusing subsets (2^n) with substrings (n(n+1)/2) - a costly mental model error that created a 20x performance gap.