Blog & Publications
Technical writing, research, and publications on AI, optimization, data science, and software development.
How to Create High-Quality Synthetic Data (for Healthcare and Beyond)
Synthetic data has rapidly evolved from a niche research concept into a core tool for modern data science and healthcare innovation. A practical guide combining traditional and GenAI-based strategies for sensitive domains.
AI-Infused Optimization in the Wild: Developing a Companion Planting App
GRDN.AI 3.0 optimizes companion planting with an AI-infused genetic algorithm. A deep dive into graph theory, LLM-seeded genetic algorithms, and building an open-source garden optimization tool.
Prototyping a Volunteer Search App with Metaphor API and LLMs
SOPHI AI demonstrates how LLMs and neural search can extract real-time information from the internet to power a volunteer opportunity finder — built entirely on the free tier.
Methods in Constrained Community Detection: An Integer Optimization Model and Heuristic Approach for Cohort Creation
Presented at SNAMS-2021 and published by IEEE. Proposes an Integer Programming model and heuristic method for safe office return through cohort development, reducing contact exposure during COVID-19 reintegration.