Ciana presenting Music in Motion at a Horace Mann science research fair

Build

Build

Technical projects from autonomous racing to data visualization — building tools that turn questions into something you can use.

.01RESEARCH · HUMAN-AI

Human-AI Interaction Research

Ongoing: what happens when people work with AI as a teammate — how the collaboration changes the work, not just the output.

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.02PYTHON · TENSORFLOW

Autonomous Racing AI

Developed a reinforcement learning model for autonomous racing simulation, optimizing lap times through iterative training and real-time decision making.

Reinforcement Learning · Simulation

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.03PYTHON · DATA VISUALIZATION

F1 Telemetry Dashboard

Built an interactive dashboard analyzing Formula 1 race data, visualizing driver performance, tire strategy, and lap-by-lap comparisons.

FastF1 · React

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.04PYTHON · NUMPY

Poster AI

Research on AI-driven approaches to poster design, generation, or analysis.

Machine Learning · Mathematics

Related: IEEE research paper

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.05PYTHON · IMU

Music Performance from Human Motion Data

IMU + Google MediaPipe — can full-body motion become musical feedback in real time? This project investigates whether a real-time multimodal sensing system can be engineered to reliably convert full-body motion into expressive musical feedback under practical latency and stability constraints. The system captures natural human movement and maps it to musical parameters in real time, with the goal of promoting smoother, more continuous motion through sound.

Music in Motion · IMU · MediaPipe

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.06THUNKABLE · FOOD WASTE

Wasteless

Team EcoDuo — Thunkable app to reduce food waste with expiration tracking, pantry habits, and recipes.

Sustainability · Team EcoDuo

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.07ROAR · AUTONOMOUS RACING

ROAR Simulation Racing

Spring 2024 Simulation Racing Series with UC Berkeley ROAR — Monza Map v1, autonomous agents in simulation.

Simulation · Python

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.08PHYSICS · THREE.JS

Wave visualizer

Built to learn waves as in physics class—3D radial ripple in the browser (Vite, Three.js).

Vite · WebGL

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