User cannot identify the correct replacement water filter cartridge without first removing the old one, which requires shutting off water to the house.

Generate a build spec

User stories, data model, API surface and a two-to-four week MVP cut — grounded in what these 1 reports actually said. Markdown you can paste into a coding agent.