This document discusses test-driven development for an auction sniping bot. It describes writing tests to check that the bot receives price updates from a fake auction, bids incrementally in response, and updates the user interface on auction close. New classes like AuctionMessageTranslator are extracted to separate concerns and close the loop between auction events and UI updates. The document emphasizes starting with external triggers and tests to drive the development process inward through small method extractions.