projects & research
Agrivision
Founder/CEO
Irvine, CA
November 2024 - Present
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Designed an AI-powered platform integrating real-time weather, climate, and agricultural datasets to forecast crop yields and pricing, addressing the impact of climate instability on food security and agricultural market stability.
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Advanced to the Conrad Challenge Innovation Stage (2025) as a Conrad Innovator, with a solution projected to reduce climate-driven agricultural losses by up to 15% and strengthen supply chain resilience for food retailers and investors.
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Developed a functional mobile app and website (agrivision.info) to deliver customized, region-specific insights to businesses and consumers, enhancing accessibility and adoption.
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Preparing a research publication, Impact of Climate Change on Agriculture, Market Stability, and Environmental Implications (in progress), analyzing climate volatility, overproduction, and AI-driven forecasting as tools to mitigate price shocks and environmental waste
Recycling Bin Campaign
Leader
Irvine, CA
September 2023 - Present
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Launched a grassroots initiative to address the absence of recycling bins at Irvine gas stations, highlighting the environmental impact of 100M+ plastic bottles discarded annually without recycling options.
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Gathered 200+ petition signatures in-person through outreach at local Chevron, Costco, and Arco stations, building public support by directly engaging with community members.
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Presented proposals and research-backed slides to the Irvine City Council multiple times, securing dialogue with the city’s sustainability office to explore policy change and bin installation.
Climate and Food Bank Data Analysis
Researcher
Irvine, CA
October 2024 - Present
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Collected and processed crop yield data from Second Harvest Food Bank (Irvine) and local climate records
(National Weather Service 2022–2025) to study correlations between weather patterns and food supply outcomes.
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Converted raw datasets from PDF and Excel into CSV files, cleaned and merged them in R (using lubridate and data frames) for time-series analysis of yield variability.
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Conducting ongoing analysis to evaluate how climate volatility impacts local food bank crop yields, with potential implications for food security and community resilience.
GPTs Development
Developer
Irvine, CA
March 2024 - July 2025
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Built AgriVision GPT, an AI assistant leveraging 10,000+ climate and agricultural data points (NOAA, FAO, IPCC) to provide real-time forecasts on crop yields and prices for food retailers and small businesses.
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Designed 5+ user personas and workflow models, enabling tailored recommendations projected to improve supply chain planning efficiency by 20% and reduce climate-driven losses by up to 15%.
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Deployed through app and website prototypes, positioning AgriVision GPT within a $3T global agriculture and food market to align AI innovation with sustainability and food security.
Web Scraping and Sentiment Analysis
Developer
Irvine, CA
June 2023 - June 2025
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Designed a Python web scraping script (BeautifulSoup, RSS feeds, TextBlob) to collect and clean 500+ financial news articles
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Applied polarity analysis to classify articles, revealing how differences in tone affected stock reaction times
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Analyzed the NVIDIA stock split (June 2024) to demonstrate how news sentiment was priced in within minutes but created lag opportunities for retail investors.