We are pleased to share a new article by Rivka Gadot and Dina Tsybulsky, published in Education Sciences:
“Beyond Code Assistants: A Technical–Ethical–Agentic Partnership Framework for LLM Integration in Project-Based CS Education.”
The study explores how 29 undergraduate computer science students engaged with large language models while developing open-ended AI applications in a project-based course. Drawing on project documentation, reflection logs, and presentation transcripts, the study identified three interconnected dimensions of students’ interactions with LLMs: technical partnership, ethical-reflective partnership, and an agentic dimension involving students’ self-regulatory learning practices and perceived autonomy.
The proposed Technical–Ethical–Agentic Partnership Framework moves beyond viewing LLMs simply as tools for generating code or increasing productivity. It highlights the importance of designing learning environments that help students use AI thoughtfully, critically, and responsibly while maintaining an active role in their own learning.
The article is available open access:








