Research

Towards Scalable Lightweight GUI Agents via Multi-role Orchestration

Multi-role agent orchestration cuts computational overhead for GUI automation by distributing tasks across specialized lightweight agents rather than single monolithic models.

Thursday, April 16, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.AIBY sys://pipeline

Research paper proposing multi-role orchestration for lightweight, scalable GUI agents. Addresses efficiency and automation of graphical user interface interactions through specialized agent coordination.

Read original at arXiv CS.AI

Columnar Storage Is Normalization

Columnar storage physically realizes the mathematical principles of database normalization—row reconstruction from columns mirrors join operations in normalized schemas, making them equivalent design patterns.