Master’s Thesis Proposal
To: Prof. Katherine Verbert, Supervisor; John Kelly Tamargo, Thesis Mentor
From: YIN Renlong
Date: February 15, 2026
Version: 0.1a
Title: A Dynamic Protocol (DAP) Design for Signal Clarity in Generative AI Education: An HCI-Ethical Approach
1. Abstract
The integration of Generative AI into programming-intensive curricula has created a systemic “Socio-Technical Evaluation Gap.” While institutional policies increasingly permit AI use, the assessment interface is so underspecified that a semantic and epistemological misalignment arises. This creates a collision between traditional “Process Certainty” (evaluating manual labor) and emerging “Outcome Certainty” (evaluating architectural verification). Consequently, a student’s transparent disclosure of hybrid workflows (an Agentic Runtime) can easily be misinterpreted by assessors as a lack of sufficient engagement or a breach of academic integrity.




