In this blog post, I'll lay out my journey starting from no data and no code, to interactive search, analysis, and spatial visualization tools leveraging millions of HN content, dive into all the interesting diverse problems and solutions that came up along the way, and hopefully give you some indication (and hopefully motivation) of the power and applicability of embeddings in many areas.