For Uncertain Archive, I collected 80 images that caught my attention and organized them in three different ways: by subject, by visual structure, and by how open they are to interpretation. The same image can end up next to very different images depending on the rule I use. I’m using these maps to see what each way of classifying reveals or leaves out.

This project explores how interface design shapes our perception of intelligence. Through two versions of a behavior-based verification system, I compare what happens when the mechanism is visible and when it is hidden behind seemingly personal responses.

This project examines CAPTCHA as an intelligent classification system. It collects behavioral and technical signals, analyzes patterns, and calculates risk to decide whether a user is likely human or a bot.

Are You Human Enough? is an interactive project exploring how interface design shapes our perception of intelligence. Inspired by CAPTCHA, it compares three versions of a system that evaluates user behavior through simple rules. The first reveals its mechanism, the second hides it, and the final version shows short observations about typing behavior across rounds. By combining visible feedback with hidden decision rules, the project asks whether a system that remembers our actions can seem like it understands us.

“Are You Human Enough?“is an interactive CAPTCHA risk simulator that translates users’ answers, response time, and cursor movements into a risk score. By testing different behaviors, the project reveals how CAPTCHA systems define “human” through predefined rules and how contradictory signals can lead to uncertain or unexpected results.