How Warp builds self-improving agents on Claude

Warp’s fix for inconsistent agents: a pair of skills, not a better prompt. An inner skill does the work; an outer skill runs on schedule, compares its suggestions to what humans did, and edits the inner skill’s file. By Warp’s own figures, 10M Claude Code sessions run this way.