![rw-book-cover](https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F886ddb2f-6d67-4b0f-9e56-b2f06c2c0278_2048x2048.jpeg) ## Metadata - Author: [[joe-reis|Joe Reis]] - Full Title:: AI Agents and the Pesky Problem of Data - Category:: #🗞️Articles - Document Tags:: [[Data culture|Data culture]], [[Foundation models|Foundation Models]], - URL:: https://joereis.substack.com/p/ai-agents-and-the-pesky-problem-of - Read date:: [[2025-01-05]] ## Highlights > Text-to-SQL is still pretty immature and hallucinates like crazy on complex queries. Improvements like throwing in knowledge graphs help to some extent, but text-to-SQL performs poorly for complicated joins or filtering. > And as you know, most corporate datasets are utter hellscapes ([View Highlight](https://read.readwise.io/read/01jgsgj9bzyf5rx9cthfph412a)) > If anything, attention to AI forces companies to reckon with their past data sins. ([View Highlight](https://read.readwise.io/read/01jgsgjjx0kydxpn2cd6fd299k))