Towards Scalable Lightweight GUI Agents via Multi-role Orchestration

📰 ArXiv cs.AI

Learn to build scalable lightweight GUI agents using multi-role orchestration for digital automation on resource-constrained devices

advanced Published 16 Apr 2026

Action Steps

Implement multimodal large language models (MLLMs) to power GUI agents
Use multi-role orchestration to manage tasks and improve scalability
Optimize GUI agent architecture for resource-constrained devices
Test and evaluate the performance of GUI agents in complex in-the-wild scenarios
Apply orchestration techniques to balance task allocation and resource utilization

Who Needs to Know This

AI engineers and researchers working on GUI agents can benefit from this approach to improve scalability and task management on end-user devices. This can also be useful for developers of digital automation tools.

Key Insight

💡 Multi-role orchestration can help overcome scalability limitations of lightweight GUI agents on resource-constrained devices