Rethinking Exam Preparation
in the Age of AI

Zilin Jiang
Arizona State University
November 17, 2025

The New Reality

?

AI can solve anything... but are you really learning?

Cracks in Traditional Exam Preparation

  • Slow feedback loop
  • Focus only on final answers
  • Low motivation and engagement

Imagine

If every student had a perfect TA...

Rethinking

Exam preparation could become a true space for learning.

Introducing semina.ai

Demo 1

Just tell me the answer.
Let's work it out step by step.
Try it myself

Demo 2

How do you type the upside-down A?
Use \forall to get ∀.
Try it myself

Demo 3

Avant de commencer la preuve, comment dire cela en anglais?
Here's the math vocabulary: contrapositive = contraposée, …
Try it myself

Student Impact

  • Immediate guidance
  • Higher engagement
  • Improved performance

Exam-prep courses

Each course has:

  • Structured practice problems
  • Practice finals, and
  • Space for you to contribute new problems

Join semina.ai

Try it yourself. Contribute problems. Share with friends.

Zilin Jiang
Arizona State University
[email protected]