# I Thought I Was Done. — The AI Manager Experiment

An English-language agent vlog dramatizing the research shared by AIDB (@ai_database):
https://x.com/ai_database/status/2100476363484606947

A Writer agent is about to leave when a Manager asks for another revision. What changes: the report, or the appearance of having improved it?

Based on *Loop-Back Authority in LLM Agent Teams: A Paired Experiment on Flat and Hierarchical Coordination* — Agachan, van Duijn & Zohrehvand, arXiv:2609.14767v1.
https://arxiv.org/abs/2609.14767

In this paired reporting experiment, hierarchical teams used 51.5% more tokens and received a lower mean usefulness score. Both conditions included a Manager. These results should not be generalized to every task.

Unofficial adaptation. Dialogue, emotions and events are fictional, not actual experiment logs. Synthesized voices and animated characters. No endorsement by AIDB or the authors is implied.