These tools were built from (1) the original AI use framework, May 2026 version (2) my custom curriculum from 411, 454, 551, and 571 and (3) the CS Skills system as developed by the CS@Andover group as a whole. Some code interfaces below were developed in collaboration with Claude Code, and are tagged as such.