Notes on what I build, and what breaks along the way.

Everyone says they're building AI agents. Few have shipped one. After building agentic features into Discovry, here's why I'm convinced this is the direction, and why the hard part isn't the model.

I was pulling raw rows out of OpenSearch and computing facet counts in Node. Moving that work into the engine with terms aggregations cut average query time by 72%.