Omar
Pareja

Student organizers needed more control over their brand, ticket releases, and audience relationships than existing ticketing platforms offered.

An end-to-end event platform with Stripe Connect payments and organizer payouts, customizable event pages, rule-based pricing and ticket releases, and QR check-in. A 3D audience map turns attendance data into an interactive network of groups and connections, with event-by-event replay and searchable audience insights.

In ticket sales processed across university events so far.

To train AI agents with reinforcement learning, you need tasks that are graded automatically and correctly. Most agent benchmarks rely on fuzzy or AI-judged scoring.

A realistic store where agents act through a real browser. Each task is graded by deterministic checks on the hidden database, so the score is exact and reproducible. 22 tasks, each automatically proven solvable and proven not solvable by doing nothing.

An independent audit found 8 ways the grader could be fooled or could unfairly fail a correct agent. One let an agent pass with the wrong order total. I fixed all 8 and added a regression test for each.

ESP32-S3 firmware over Bluetooth. A React Native app. A pharmacokinetic dosing model validated against published studies, with FDA-guideline safety limits.

Won at the M&T Innovation Fund and the Penn Wharton Innovation Fund Design Award.