The problem
AI-assisted evaluation needs a clear workflow and explicit control over model choice, data handling, and API cost.
AI & SOFTWARE
Paper Examiner.
A lightweight web tool concept exploring how question papers and evaluation workflows might be handled while letting the user supply their own provider credentials.
PrototypeRole: Builder
PROJECT / PAPER-EXAMINER
How I'm approaching it
- Explore a browser-based interface rather than a large hosted platform.
- Keep provider and cost decisions visible to the user.
- Avoid presenting automated feedback as infallible or equivalent to a teacher's judgment.
What this work is teaching me
Developer-facing tools should make responsibility boundaries clear: the person configuring the provider should know what is sent, what costs money, and what needs human review.
What's next
Verify the current implementation and security model before linking a live demo or publishing setup instructions.
Descriptions reflect current portfolio notes. Update them as the project evolves.
HAVE SOMETHING IN MIND?
Good work gets better when people connect.
Open to thoughtful feedback, learning alongside other builders, and meaningful collaborations.