Public, searchable platforms (HackerNews, Stack Overflow, Twitter/X) create persistent, geography-unbounded opportunity surfaces - Private platforms (locked social media, closed groups) have near-zero serendipity potential with strangers - Reputation-system platforms (Stack Overflow points, GitHub c