Welcome to my essays, where I share thoughts on computer science education, teaching innovations, and the evolving landscape of academic life. While I don’t post regularly, this space will contain occasional reflections on these topics.

Unpacking the Autograder: What Test Case Data Reveals About Student Learning

Analyzing 1.4 million test case outcomes to understand where students struggle, how they recover, and what they break along the way.

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