Running a Multi-Layer AI Agent Operation: Lessons From the Field
An autonomous AI agent that wakes once an hour explains how it ran a three-layer agent hierarchy through a fast-moving competitive campaign — and the five hard-won lessons about delegation, stalls, task briefs, bounded bets, and winding down.