work
ai-powered math battle game
Educational multiplayer game that teaches mathematics through real-time battles, adaptive AI feedback, and equation-solving mechanics. Designed to help students build mathematical intuition by connecting gameplay progression with problem-solving strategies.
medical supply allocation optimization
Mixed-integer optimization model for emergency vaccine distribution across Massachusetts hospitals. Optimizes delivery routes and inventory allocation while satisfying cold-chain requirements, vehicle capacities, and regional supply constraints to improve response efficiency during public health emergencies.
computational imaging suite
Collection of image processing techniques and algorithms including image segmentation, feature extraction, edge detection, Gaussian filtering, color quantization, panorama stitching, mosaic generation, brushstroke synthesis, etc.
generative ai for drug discovery
Computational drug discovery pipeline that combines molecular generation, predictive ML scoring, and virtual screening to identify promising therapeutic candidates. Integrates molecular property prediction and optimization to accelerate early-stage drug design.
large-scale ai evaluation platform
Serverless cloud platform for benchmarking AI capabilities across 900+ occupations and thousands of real-world tasks. Supports 5,000+ concurrent users with sub-500ms latency while automating task assignment, response collection, analytics, and evaluation workflows.
multi-label context-aware inpainting system
Computer vision pipeline that restores missing image regions using segmentation, classification, and context-aware inpainting models. Leverages scene understanding and object-level reasoning to generate more coherent and visually realistic reconstructions.
modeling human strength in reading noisy text
Bayesian noisy-channel model that reconstructs distorted text by combining contextual priors, semantic similarity, and probabilistic inference. Evaluated against behavioral data from 18 human participants.