Sightline — Barrett Honors Thesis
0.984 F1-score · 165K samples
Built a privacy-first desktop app using OCR, NLP, and on-device risk scoring to detect human-centric cyber threats in visible screen content. A TF-IDF + Logistic Regression model reached a 0.984 F1-score on 165,000 samples, showing that diverse data and lightweight local AI can deliver practical protection. Directed by Jodi Menees, Ph.D., with committee member Keith Swanson.
PythonOCRNLPTF-IDFLogistic RegressionOn-device ML
Dutch Bros AI Automation Hackathon
1st place · October 2025
Won Dutch Bros' October 2025 hackathon by designing an AI automation solution that streamlined a real operational workflow.
AI AutomationRapid PrototypingProduct Thinking
AI-Driven VR Safety
Led AI and environment development for a Tokyo Electron safety gamification experience in VR while serving as Scrum Master for the capstone team.
VRAIEnvironment DesignScrum
Phishy Phighters
Built a Gemini-powered chatbot for phishing education and a browser extension that highlights suspicious content in real time.
Node.jsGemini APIReact
Socket Programming Six Card Golf
Built a multithreaded peer-to-peer game with dynamic client registration and thread-safe message passing.
PythonNetworkingConcurrency
AI-Driven Trend Insights
Led a team of 10 developing AI techniques to identify emerging social media trends.
NLPComputer VisionLeadership
This Website
Designed and built this dual-style portfolio experience.
Next.jsTailwind CSSTypeScriptFramer Motion
Sightline — Barrett Honors Thesis
0.984 F1-score · 165K samples
Built a privacy-first desktop app using OCR, NLP, and on-device risk scoring to detect human-centric cyber threats in visible screen content. A TF-IDF + Logistic Regression model reached a 0.984 F1-score on 165,000 samples, showing that diverse data and lightweight local AI can deliver practical protection. Directed by Jodi Menees, Ph.D., with committee member Keith Swanson.
PythonOCRNLPTF-IDFLogistic RegressionOn-device ML
Dutch Bros AI Automation Hackathon
1st place · October 2025
Won Dutch Bros' October 2025 hackathon by designing an AI automation solution that streamlined a real operational workflow.
AI AutomationRapid PrototypingProduct Thinking
AI-Driven VR Safety
Led AI and environment development for a Tokyo Electron safety gamification experience in VR while serving as Scrum Master for the capstone team.
VRAIEnvironment DesignScrum
Phishy Phighters
Built a Gemini-powered chatbot for phishing education and a browser extension that highlights suspicious content in real time.
Node.jsGemini APIReact
Socket Programming Six Card Golf
Built a multithreaded peer-to-peer game with dynamic client registration and thread-safe message passing.
PythonNetworkingConcurrency
AI-Driven Trend Insights
Led a team of 10 developing AI techniques to identify emerging social media trends.
NLPComputer VisionLeadership
This Website
Designed and built this dual-style portfolio experience.
Next.jsTailwind CSSTypeScriptFramer Motion
Sightline — Barrett Honors Thesis
0.984 F1-score · 165K samples
Built a privacy-first desktop app using OCR, NLP, and on-device risk scoring to detect human-centric cyber threats in visible screen content. A TF-IDF + Logistic Regression model reached a 0.984 F1-score on 165,000 samples, showing that diverse data and lightweight local AI can deliver practical protection. Directed by Jodi Menees, Ph.D., with committee member Keith Swanson.
PythonOCRNLPTF-IDFLogistic RegressionOn-device ML
Dutch Bros AI Automation Hackathon
1st place · October 2025
Won Dutch Bros' October 2025 hackathon by designing an AI automation solution that streamlined a real operational workflow.
AI AutomationRapid PrototypingProduct Thinking
AI-Driven VR Safety
Led AI and environment development for a Tokyo Electron safety gamification experience in VR while serving as Scrum Master for the capstone team.
VRAIEnvironment DesignScrum
Phishy Phighters
Built a Gemini-powered chatbot for phishing education and a browser extension that highlights suspicious content in real time.
Node.jsGemini APIReact
Socket Programming Six Card Golf
Built a multithreaded peer-to-peer game with dynamic client registration and thread-safe message passing.
PythonNetworkingConcurrency
AI-Driven Trend Insights
Led a team of 10 developing AI techniques to identify emerging social media trends.
NLPComputer VisionLeadership
This Website
Designed and built this dual-style portfolio experience.
Next.jsTailwind CSSTypeScriptFramer Motion