Showcase of Student Innovation Projects

A framework for evaluating and scaling emerging robotics opportunities in large enterprises

A node-based, EV-first mobility concept for moving people reliably during LA28

Automated, JSON-driven experiments for exploring network topologies with interactive result dashboards.

A four-layer “Trend Identification Pyramid” that gathers multi-source signals, scores evidence transparently, and synthesizes actionable insights.

Using LLM-driven analysis, similarity search, and knowledge graphs to reveal overlooked applications at scale.

Edge-based sensing pipeline to interpret group motion patterns in shared spaces

Reducing Friction in Everyday Movement

AI Guardian + Variable Tech UI

Retrieval-first AI for research ideation, planning, and reports.

Measuring how design choices impact outcomes and efficiency

Comparing human ratings and LLM-as-judge Elo rankings of prompt-driven explanation quality

Automated quality measurement and refinement aligned with human judgment

Researching evidence-grounded multi-agent LLM debate

Implementing a Retrieval-Augmented Generation System to Unlock Historical Presentation Data

A compact vertical-axis wind turbine concept for reliable power in turbulent campus and building-edge winds.

Conversational AI for Data Processing to Dashboards

AI-driven research on forecasting vehicle safety recalls using machine learning and RAG techniques.

Turning Raw Data into Smart Reports with AI-Powered Insights

Empowering On-Device AI: Innovations in Navigation, Discovery, and Assistive Tech

Harnessing Data for Impact

Exploring Vision-Language Models, Prompt Design, and Feedback Loops for Real-World Scene Interpretation

A Neuro-Symbolic Learning Framework

Sensor fusion, real-time anomaly detection, and AI-driven reporting for maternal health.

Unlocking hidden value in patents using LLMs, modular reasoning, and knowledge graphs.

Transforming self-driving cars into shared mixed reality spaces.

Adaptive AI Travel Planning for Real-Time Itineraries and Personalized Journeys

AI-Powered Telematics for Predictive Vehicle Insights and Virtual Testing

Reimagining Travel Memories with AI-Powered Digital Mementos

An AI-Driven Go-To-Market Strategy for Transforming Complex Content into Accessible, Impactful Formats

Fortifying AI Systems: Investigating & Mitigating Vulnerabilities

Transforming Noisy Social Media Data into Real-Time Actionable Insights

Fostering Inclusive Discovery and Dialogue on the Cutting Edge of AI Research

Empowering Developers to Measure, Predict, and Reduce AI’s Environmental Impact

A Modular Approach to Smarter Mobility

Reimagining Mobility for Efficiency, Accessibility, and Sustainable Impact

AI-Powered Personalized Event Discovery for Berkeley

Exploring the Future of Play through Innovative Technology and Design

Leveraging Large Language Models and Machine Learning to Enhance Commuter Experiences and Optimize Mobility Services

Transforming Navigation, Scheduling, and Networking for a Seamless Trade Show Experience

A Customizable Solution for Telematics Data Analysis

Exploring Mental Wellness through Innovative Hardware and Software Solutions

Streamlining Field Testing and Research Collaboration

An LLM-Enhanced Robot for Navigational Assistance and Accessibility

Enhancing Accessibility and Efficiency of Electric Vehicle Charging

Innovative Solutions for Refugee and Immigrant Integration in Columbus, Ohio

Enhancing Efficiency with Large Language Models and Automated Filtering

Leveraging Data Science to Optimize Operations and Enhance Strategic Decision-Making

Empowering Students to Solve Real-World Problems through AI Projects

Imaginative Projects in Human-AI Collaboration and Personalized Mobility Solutions

Enhancing Travel Time Predictions with Real-Life Data Analysis

Leveraging Data to Enhance Fleet Transitions to Electric Vehicles

Leveraging Telematics Data to Improve Driving Habits

Using Telematics Data to Enhance Vehicular Management and Urban Planning