Exploring multi-agent LLMs for automated GUI testing

March 6, 2025

Dr. Stevan Tomic, AI/ML developer and researcher at Synteda, has conducted a study on PathFinder, accepted for ICST 2025, a Multi-Agent LLM framework designed to automate GUI testing. The research evaluates how different LLMs—Mistral-Nemo, Gemma2, and Llama3.1—impact test automation across e-commerce sites. Findings reveal that while a single LLM works best for specific platforms, a hybrid approach improves performance across diverse environments. This study underscores the critical role of LLM selection in AI-driven software testing.

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