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Dear <a href="mailto:catsoop-users@mit.edu" id="OWAAM696076" class="tWKOu mention ms-bgc-nlr ms-fcl-b">
@catsoop-users@mit.edu</a></div>
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My name is Alexander Osele, a final-year Computer Engineering student at Covenant University, Ota, Nigeria. I am writing to introduce myself and share what I have been building on top of CATSOOP as my capstone project, supervised by Dr. A.E Ibhaze.</div>
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The project is called the CU Quiz App , a real-time quiz management system that extends CATSOOP with a FastAPI backend, SQLite via SQLAlchemy, and utilising ollama for AI-generated progressive hints. So far I have implemented dynamic course and week management,
a custom admin panel for questions and grading, WebSocket-based real-time quiz updates, and an engagement tracking layer that logs hint requests and time-on-question per student.</div>
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What I am working toward now is something closer to the intelligent tutoring features described in the educational technology literature — specifically execution trace feedback for Python questions, where the system captures a student's runtime execution path
and uses ollama to explain, at the line level, where their logic diverged from the expected output. The goal is to give students a precise diagnosis rather than just marking their answer wrong.</div>
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I wanted to reach out to this community for a few reasons. First, to let the people who built and maintain CATSOOP know how it is being used here, since I have found it genuinely well-suited to this kind of extension. Second, to ask whether anyone has attempted
something similar on this codebase — specifically around code execution tracing or integrating external LLM APIs into the hint and feedback pipeline. Any pointers, prior experiments, or even warnings about what does not work well would save me real time at
this stage of the project.</div>
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I am happy to share the code or discuss the architecture further if it is useful to anyone here.</div>
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Best regards,</div>
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Osele Kenechukwu Alexander </div>
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Department of Computer Engineering</div>
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Covenant University,</div>
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Ota, Nigeria</div>
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