Overview
Multi-agent orchestration turns one agent into a manager of specialized workers. A router decomposes the objective, assigns subtasks, monitors progress, integrates outputs, and resolves issues.
MCP provides a connection layer between agents and external capabilities such as models, browsers, and software tools. Video-to-action pipelines use multimodal understanding to convert visual tutorials into structured procedures that action-capable agents can reproduce. Multi-agent browser systems give independent workers their own Chrome instances and workspaces so repetitive or distributed tasks can run in parallel.
The benefits are specialization, speed, broader coverage, and cleaner contexts. The costs are higher token usage, additional infrastructure, more complex debugging, and greater need for task control. Orchestration should be used when those benefits justify the added complexity.