OrchVis: Hierarchical Multi-Agent Orchestration for Human Oversight

TL;DR

OrchVis is a multi-agent orchestration framework that visualizes, verifies, and coordinates goal-driven collaboration among LLM-based agents, enabling effective human oversight of complex workflows.

Contribution

It introduces a hierarchical goal alignment and visualization system that allows humans to supervise, verify, and replan multi-agent workflows without micromanagement.

Findings

Enhanced transparency in multi-agent coordination

Effective conflict resolution through visualization

Supports human oversight in complex tasks

Abstract

We introduce OrchVis, a multi-agent orchestration framework that visualizes, verifies, and coordinates goal-driven collaboration among LLM-based agents. Through hierarchical goal alignment, task assignment, and conflict resolution, OrchVis enables humans to supervise complex multi-agent workflows without micromanaging each step. The system parses user intent into structured goals, monitors execution via automated verification, and exposes inter-agent dependencies through an interactive planning panel. When conflicts arise, users can explore system-proposed alternatives and selectively replan. OrchVis advances human-centered design for multi-agent systems by combining transparent visualization with adaptive autonomy.