S3 Tables

This week’s material clusters around a single architectural tension: how teams are routing natural language queries toward structured data, and what the persistence and replication layers beneath those systems actually look like. Two complementary threads emerge — one driven by managed AWS services, the other by self-hostable open-source tooling — that practitioners will likely need to evaluate in parallel.