This blog post introduces the SQLite Query Explainer tool, developed by Julia Evans and built by Fable, which allows users to run SQLite in a web browser with added explanations for query execution plans. The author expresses uncertainty about the accuracy of the results due to lack of experience with SQLite query plans.