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summary: "An assistive memory companion app for Alzheimer's patients using facial recognition and speaker-aware transcription to help recognize familiar faces and recall conversations.",
'Placed 2nd at the Anthropic x Maryland Hackathon out of roughly 400 participating students.',
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'Built a messaging-first campus assistant for UMD students that delivers clear next steps, relevant resources, and practical guidance directly over iMessage or SMS.',
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'Implemented a FastAPI backend with Sendblue webhook handling, user context and memory management, and a debug chat endpoint for local testing.',
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'Used the OpenAI Agents SDK to route student requests between a primary chat agent and a scraper agent for deeper research when campus questions required live information lookup.',
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'Created a source-backed campus knowledge layer with local UMD resource files, SQLite-backed conversation history, and live scraping tools powered by Exa and Firecrawl.',
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'Shipped the project for the Anthropic x Maryland Hackathon with a focus on reducing the hidden-curriculum gap for students who need help finding tutoring, scholarships, advising, and career resources.'
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