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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en">
<head>
<meta http-equiv="content-type" content="text/html; charset=utf-8" />
<meta name="description" content="UCSB CS Capstone" />
<meta name="keywords" content="UCSB,Santa,Barbara,computer,science,capstone" />
<meta name="author" content="Tim Sherwood" />
<link href="http://fonts.googleapis.com/css?family=Dosis" rel="stylesheet" type="text/css" />
<link rel="stylesheet" type="text/css" href="origo.css" title="Origo" media="all" />
<title>UCSB CS 189: Capstone</title>
</head>
<body class="light blue smaller freestyle01">
<div id="layout">
<div class="row smaller">
<div class="col c5 smaller">
<h1><a href="index.html">CS189A/B</a></h1>
</div>
</div>
<div class="row">
<!-- used to link to teams.jpg instead of index.jpg -->
<div class="col c12 aligncenter"><img src="images/index.jpg" width="960" alt="" /></div>
</div>
<div class="row">
<div class="col c2 alignleft">
<ul class="menu">
<li><a href="index.html">Overview</a></li>
<li>
<a class="current" href="teams.html">Teams</a>
<ul class="subpages">
<!-- <li><a href="#team1">Team Vibrant</a></li> -->
</ul>
</li>
<li><a href="sponsors.html">Sponsors</a></li>
<li><a href="teams.html">2025-26 Projects</a></li>
<li><a href="past25.html">2024-25 Projects</a></li>
<li><a href="past24.html">2023-24 Projects</a></li>
<li><a href="past23.html">2022-23 Projects</a></li>
<li><a href="past22.html">2021-22 Projects</a></li>
<li><a href="past21.html">2020-21 Projects</a></li>
<li><a href="past20.html">2019-20 Projects</a></li>
<li><a href="past19.html">2018-19 Projects</a></li>
<li><a href="past18.html">2017-18 Projects</a></li>
<li><a href="past17.html">2016-17 Projects</a></li>
<li><a href="past16.html">2015-16 Projects</a></li>
<li><a href="past15ws.html">2014-15 Projects</a></li>
<!--
<li><a href="past14.html">2013-14 Projects</a></li>
<li><a href="past13.html">2012-13 Projects</a></li>
<li><a href="past.html">2011-12 Projects</a></li>
-->
</ul>
</div>
<div class="col c10">
<h2>Student/Sponsor Teams</h2>
<br />
<!-- <h3>Coming soon!</h3> -->
<!-- <br /> -->
<div id="team-number">
<h3><a name="team-name">Traveling Repairsman</a></h3>
<p>
<b>Sponsor: AppFolio</b>
<br />
<b>Team: </b> Nikhil Vyas, Aneesh Garg, Justin Wu, Liam Ronarch, Elijah Williams<br />
<br />
<img src="team_docs_26/AppFolio/pics/ANEESH_GARG.jpeg" height="110" />
<img src="team_docs_26/AppFolio/pics/ELIJAH_WILLIAMS.jpg" height="110" />
<img src="team_docs_26/AppFolio/pics/JUSTIN_WU.jpg" height="110" />
<img src="team_docs_26/AppFolio/pics/LIAM_RONARCH.jpg" height="110" />
<img src="team_docs_26/AppFolio/pics/NIKHIL_VYAS.jpg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Anish Koulgi, Julia Ball, Paul Mayzeles, Shubham Talbar, Jacqui Mai, Wade Varesio</main> <br />
<b>Project Overview:</b> The goal of the project is to create an application that allows property management companies to visualize their portfolios and give them an efficient solution to scheduling constraint problems. For example, our application would create efficient routes for workers performing repairs or maintenance.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/AppFolio/Project Vision Document.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/AppFolio/PRDV1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://drive.google.com/file/d/1iSr-hDRWI5_Y5e8whg-tfT8PaujDGWnE/view?usp=share_link">[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1HHu9IVE-fyDKEmg2tZfFLs-_S0B9KyIk/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides</b>
<a href="https://drive.google.com/file/d/1g3wEaZxaNQYCgrViXG-euod7AAV41u6D/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/1fFNdYPU1ybvXn7S31w8hyXbf2YeVUXFg/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team-number">
<h3><a name="team-name">Health Care Agent</a></h3>
<h3>2026 FIRST PLACE WINNER! CONGRATS!</h3>
<p>
<b>Sponsor: Artera</b>
<br />
<b>Team: </b> Aden Jo, Benjamin Soo, Cooper Hawley, David Duenas, John Hagerdon<br />
<br />
<img src="team_docs_26/Artera/pics/aden_jo_headshot.jpg" height="110" />
<img src="team_docs_26/Artera/pics/BenjaminSooHeadshot.jpeg" height="110" />
<img src="team_docs_26/Artera/pics/IMG_2818.jpeg" height="110" />
<img src="team_docs_26/Artera/pics/IMG_3290.jpg" height="110" />
<img src="team_docs_26/Artera/pics/IMG_9614.PNG" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Anav Sanghavi<br />
<b>Project Overview:</b> Health Care Agent represents a paradigm shift in how medical referrals and
scheduling are handled. Rather than automating individual steps in isolation, the system
reconceptualizes the entire workflow as a network of intelligent, communicative agents capable
of reasoning, coordination, and action.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/Artera/Project Vision Statement Draft.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/Artera/PRDv1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<br>
<a href="https://drive.google.com/file/d/15mVeKNLWIj4Ls2PsYWur5uWE_g1ixIoL/view">[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1g1kZO03wib_PcvXPoSCOnYkvyqO6DUFO/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1fl7FK9UuNN7PRCm57dGP4Q6NlSTbBlur/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/1lJ5f7ie5XvlSuY3IbVncg-TD1nQgumld/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team-number">
<h3><a name="team-name">Smartwatch Therapy Rehabilitation for Intelligent Data-Driven Exercise (STRIDE)</a></h3>
<h3>2026 SECOND PLACE WINNER! CONGRATS!</h3>
<p>
<b>Sponsor: Cadense</b>
<br />
<b>Team: </b> Vincent Cheong, Jim Wang, Christopher Lai, Scott Ricardo Figuera Weston, Jermiah Wong<br />
<br />
<img src="team_docs_26/Cadense/pics/CHRISTOPHER_LAI.jpg" height="110" />
<img src="team_docs_26/Cadense/pics/JEREMIAH_WONG.JPG"
height="110" />
<img src="team_docs_26/Cadense/pics/JIM_WANG.jpg"
height="110" />
<img src="team_docs_26/Cadense/pics/SCOTTRICARDO_FIGUEROAWESTON.jpg" height="110" />
<img src="team_docs_26/Cadense/pics/VINCENT_CHEONG.jpg"
height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Tyler Susko <br />
<b>Project Overview:</b> This project aims to design and implement a smartwatch-based therapy system that supports stroke survivors in their post-stroke rehabilitation journeys. By leveraging off-the-shelf smartwatch hardware (e.g., TicWatch E3 with WearOS), the system will deliver multimodal cues (auditory, visual, and tactile) to guide users during walking exercises. The project focuses on integrating real-time sensor data (accelerometer, gyroscope, GPS) with adaptive algorithms to personalize therapy sessions based on each user’s gait performance.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/Cadense/Project Vision Statement.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/Cadense/PRD v1 pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://www.youtube.com/watch?v=-nu_4kQxBmU">[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1wTkvNReY4BlxdTah51JQSFmkuRNq88GQ/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1znNzoD5yOytsBuYfA7AZAokQ4E-0yx_0/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/16MVPkQANY-n2f4z_cNPtYpDPOefeNa-f/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team-number">
<h3><a name="team-name">RapidRecall</a></h3>
<h3>2026 THIRD PLACE WINNER! CONGRATS!</h3>
<p>
<b>Sponsor: Cottage Health</b>
<br />
<b>Team: </b> Cindy Zhao, Emily Zheng, Jennifer Lopez, Leo Zhu, John Lins<br />
<br />
<img src="team_docs_26/CottageHealth/pics/Cindy_Zhao.jpg" height="110" />
<img src="team_docs_26/CottageHealth/pics/Emily_Zheng.jpg" height="110" />
<img src="team_docs_26/CottageHealth/pics/Jennifer_Lopez.jpg" height="110" />
<img src="team_docs_26/CottageHealth/pics/John_Lins.jpg" height="110" />
<img src="team_docs_26/CottageHealth/pics/Leo_Zhu.jpg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Kathryn Bazylewicz, Yulun Wang, Colette Becker, Noel Skaling <br />
<b>Project Overview:</b> RapidRecall is an agentic medical product recall system that integrates with any enterprise resource planning (ERP) system. This system is designed to rapidly identify, assess, and act on critical recall notices.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/CottageHealth/Project Vision Document.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/CottageHealth/PRD v1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://drive.google.com/file/d/1QYvwfIyzuJ_pw5lfBLSRn6143i90Z0If/view?usp=sharing">[Video]</a>
<br/>
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1fMuN7jcEDFDuWBrkJIuhdTGg9WVCNGGa/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1QdoPF0OI9Ulj1MBhQ7rajheDfMksBjt5/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team10">
<h3><a name="teamTemplate">Infinity Storage</a></h3>
<p>
<b>Sponsor: Mysten Labs</b>
<br />
<b>Team: </b>Neil Roy, Kevin Lee, Edwin Medrano Villela, Awin Zhang, Suhrit Padakanti <br />
<br />
<img src="team_docs_26/MystenLabs/pics/Awin_Zhang.jpg" height="110" />
<img src="team_docs_26/MystenLabs/pics/Edwin_Medrano_Villela.jpeg" height="110" />
<img src="team_docs_26/MystenLabs/pics/Kevin_Lee.jpeg" height="110" />
<img src="team_docs_26/MystenLabs/pics/Neil_Roy.jpeg" height="110" />
<img src="team_docs_26/MystenLabs/pics/Suhrit_Padakanti.jpg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Alberto Sonnino, Deepak Maram <br />
<b>Project Overview:</b> This project aims to combine the convenience and performance of a
centralized backup service with the resilience and sovereignty afforded by decentralized
storage. By integrating Walrus (https://www.walrus.xyz) as a secondary backend, we
enable users to retain control over their encrypted data, even if the centralized provider
changes its policies or ceases operations.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/MystenLabs/Project Vision Document.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/MystenLabs/PRD v1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://drive.google.com/file/d/1ZmuDM0RlvTKrU4vIqhH3WPGbv0L6bGzO/view?usp=share_link">[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1iOmeWD0IzcfFoHrhBsakGJ_PsRlDbOAX/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1ML_Gfh9LUessJ1Nn0Yana40hodiiiZTK/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/1IDxr0Hfy8aSnc8aFjyNRn9j3TIewQwuN/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team10">
<h3><a name="teamTemplate">Planet Story Explorer</a></h3>
<p>
<b>Sponsor: Planet Labs</b>
<br />
<b>Team: </b> Andrew Zhang, Michael Wu, Junji Liu, Yixuan Wong, Shiyuan Wang<br />
<br />
<img src="team_docs_26/PlanetLabs/pics/ANDREW_ZHANG.png" height="110" />
<img src="team_docs_26/PlanetLabs/pics/JUNJIE_LIU.png" height="110" />
<img src="team_docs_26/PlanetLabs/pics/MICHAEL_WU.png" height="110" />
<img src="team_docs_26/PlanetLabs/pics/SHIYUAN_WANG.jpg" height="110" />
<img src="team_docs_26/PlanetLabs/pics/YIXUAN_WONG.jpeg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Gil Michael Ash Hoover <br />
<b>Project Overview:</b>
The goal of this project is to build an interactive web portal that allows users to explore stories by topic and location, while also enhancing these stories with AI-generated captions and geospatial context.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/PlanetLabs/Project Vision Statement.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/PlanetLabs/PRDV1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a >[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1koMvs0A4ZEReDIujE3slHnhPtT4vU3-R/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/14qQVq9cSWuO4fOjuB-o1fc-3OLN3sCyL/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/1eJmhItLloCWJSXVxQTaND8IXPsKdGI_a/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team10">
<h3><a name="teamTemplate">SpaceScrypt</a></h3>
<p>
<b>Sponsor: SpaceComputer</b>
<br />
<b>Team: </b>Yarwin Lui, Sanil Katula, Karthik Bhattaram, Shashank Bhagwani<br />
<br />
<img src="team_docs_26/SpaceComputer/pics/Karthik_Bhattaram.jpg" height="110" />
<img src="team_docs_26/SpaceComputer/pics/Sanil_Katula.jpeg" height="110" />
<img src="team_docs_26/SpaceComputer/pics/Shashank_Bhagwani.jpeg" height="110" />
<img src="team_docs_26/SpaceComputer/pics/Yarwin_Liu.jpg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Filip Rezabek, Amir Yahalom, Eason Chai<br />
<b>Project Overview:</b> Our team’s vision is to push the boundaries of how security and location-awareness intersect in everyday digital experiences. We believe that presence should not only be provable, but also trustworthy and usable in ways that unlock creativity, fairness, and safety. By combining proof-of-presence with cryptographically strong randomness, we aim to create a new class of location-aware secure applications.
<br />
<b>Vision Statement: </b>
<a href="team_docs_26/SpaceComputer/Team Vision.pdf">[PDF]</a>
<br />
<b>Project Requirements Document:</b>
<a href="team_docs_26/SpaceComputer/PRD v1.pdf">[PDF]</a>
<br>
<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://drive.google.com/file/d/1ejlmKFqOHUakc4PnNnqjZqrX2a_DZclD/view?usp=share_link">[Video]</a>
<br />
<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1ojOuP7mjNC4nkXSOudRUO0cfEJt3l5W1/view?usp=sharing">[Final Poster]</a>
<br />
<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1bpDY9D_hXHhnXhJhIqcV1a4TPo-KzvEq/view?usp=sharing">[Final Presentation Slides]</a>
<br />
<b>Final Presentation Recording </b>
<a href="https://drive.google.com/file/d/1Y_6RKp_BHJRwSDjRkgv4LmPn6sOsIK-O/view?usp=sharing">[Final Presentation Recording]</a>
<br />
</p>
</div>
<div id="team10">
<h3><a name="teamTemplate">Visual Layer</a></h3>
<p>
<b>Sponsor: Visual Layer</b>
<br />
<b>Team: </b> Bhavya Ranjan, Rushil Gupta, Kushagra Kanaujia, Alec Song, Saeed Arellano<br />
<br />
<img src="team_docs_26/VisualLayer/pics/ALEC_SONG.jpg" height="110" />
<img src="team_docs_26/VisualLayer/pics/BHAVYA_RANJAN.jpg" height="110" />
<img src="team_docs_26/VisualLayer/pics/RUSHIL_GUPTA.jpg" height="110" />
<img src="team_docs_26/VisualLayer/pics/SAEED_ARELLANO.jpg" height="110" />
<img src="team_docs_26/VisualLayer/pics/KUSHAGRA_KANAUJIA.jpg" height="110" />
<br />
<br />
<b>Mentor(s):</b>
<!-- Insert Mentors here -->
Guy Singer <br />
<b>Project Overview:</b> We will be investigating how the quality of pretraining data directly influences model accuracy, robustness, and generalizability, and how data leakage occurs in training large language models for computer vision depending on the pretraining data. We aim to develop new methods to prevent/fix data leakage in these visual dataset through systematic experiments. Hence, it is important to focus on finding a generalized method of how the quality of the pretraining data affects the quality of the machine learning model performance and which type of datasets gives the best results for training machine learning models in computer vision.
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<b>Vision Statement: </b>
<a href="team_docs_26/VisualLayer/Project Vision Document.pdf">[PDF]</a>
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<b>Project Requirements Document:</b>
<a href="team_docs_26/VisualLayer/PRDv1.pdf">[PDF]</a>
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<b>End of CS189A (First Quarter) Presentation: </b>
<a href="https://drive.google.com/file/d/1ffF8LXAgERJkIhUhaeTdc6XWaA8sV9gh/view?usp=share_link">[Video]</a>
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<b>Final Poster </b>
<a href="https://drive.google.com/file/d/1pAPw2QWm3MH7m7zTVvjzbBP2AE9NQYOV/view?usp=sharing">[Final Poster]</a>
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<b>Final Presentation Slides </b>
<a href="https://drive.google.com/file/d/1CrsEy9VxNY5jHUmLE9FrQVFFN9uC8W_U/view?usp=sharing">[Final Presentation Slides]</a>
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<b>Final Presentation Recording </b>
<a href="">[Final Presentation Recording]</a>
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<h4>© 2014-28 Tevfik Bultan, Chandra, Krintz, Christopher Kruegel, Tim Sherwood, Jianwen Su, and Giovanni
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