Author

Andrew Ash

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Preprint Aug 2026

Chat Debugging: An Exploratory Study of Human-AI Collaboration to Debug Analog Circuits

This research paper describes an exploratory study on the effectiveness of Chat Debugging: troubleshooting malfunctioning analog circuits on breadboards and printed circuit boards (PCB) by undergraduates through conversations with public-domain large language models (LLMs). Through thematic analysis of students'volunta...

John Hu, Andrew Ash · 0 citations

Preprint Aug 2026

WIP: Chat-Debugging: Large Language Model as a Hardware Debugging Assistant

This work-in-progress research paper explores Chat-Debugging, a novel use case for large language models as an assistant for hardware debugging tasks to improve students'debugging skills. Hardware debugging can be a time-consuming and stressful skill to develop, leading to frustration and other negative emotions. While...

Andrew Ash, John Hu · 0 citations