Case Studies
In-depth breakdowns of strategic engineering initiatives, system architectures, and their business impact.
SkyRipple: Agentic Airtraffic Simulator
Operating on 582,304 real BTS flight records, 190,711 crew pairings, and 2.41 million synthetic passenger itineraries, SkyRipple is a discrete-event delay propagation engine. This case study outlines the technical implementation of the heavy discrete-event engine, the LLM boundary guardrails, the multi-agent arbitration architecture, and how the system was compiled into a zero-latency static web client.
Agentic Systems for Synthetic Healthcare Data
A synthetic data generation system that utilizes agentic workflows to simulate realistic patient-practitioner interactions. Moving beyond traditional statistical methods, this project orchestrated agents to generate structured, FHIR-compliant healthcare records.
Autonomous Mapping: Neural Spatial Conflation
A Neural Network that automates the spatial linking of traffic assets to physical structures, detecting sensor hallucinations and significantly improving mapping update velocity.
AI-Driven Faculty Research Classification
Developed an agentic MVP using LangGraph and Gemini to categorize unstructured university-wide research descriptions into standardized taxonomies.
MediQuery: AI Patient Triage & Provider Routing
An AI-assisted health navigation platform that processes natural language symptoms to triage conditions and route users to localized specialists.
Chicago Diabetes Modeling: Predictive Policy Dashboard
Quantified socio-economic determinants of adult diabetes across 77 Chicago zones using predictive modeling, deploying an AI dashboard to guide municipal healthcare funding.
Predictive Volatility: Election Forecasting Models
Evaluated premier election forecasting models using custom probabilistic frameworks to quantify predictive accuracy, conditional dependencies, and market volatility.