Active Projects
We build, deploy, and measure. Every project here is grounded in real classrooms and real data.
MIRA-Agent
Stop measuring outputs. Start measuring the process.
A metacognitive AI deployed in real coding classrooms. Tracks 7 behavioral sensors in real time, detecting cognitive paralysis, paste dependency, and epistemic uncertainty, and mirrors the student's thinking process back to them through a live Cognitive Radar Chart.
MIRA-Sim
Don't just argue with AI. Out-think it.
A gamified policy simulation where an agentic AI deliberately tries to hijack the learner's reasoning. Students must detect the manipulation, resist it, and construct a defensible policy position of their own.
MIRA-CP
Can AI read how deeply a learner is thinking?
A cue-augmented RoBERTa model that automatically classifies learner discourse into four cognitive presence phases across 4,260 learners and 227,863 sentences from six Social Work MOOCs on Coursera.
Cybernetic Sabotage
What if your game could feel when you're frustrated?
A corporate espionage mystery game where players solve crimes using SQL queries. The Sparse-Fusion Inference engine reads keystroke patterns in real time to detect frustration vs. productive struggle.