Projects
Order Entry System at Millennium
Led a three-person team to design and deploy a full-stack Python order entry system for hedge fund traders; optimized order data retrieval with Redis caching and achieved sub-50 ms request/response times through low-latency order matching using FastAPI and WebSocket, with a lightweight HTMX front end demoed at Millennium HQ in New York.
Technical scope
Asynchronous FastAPI, Redis sorted sets (price-time priority), atomic matching via Lua scripts, WebSocket streaming, and HTMX UI with real-time order book visualization.
- Sub-50 ms latency, risk limits, multi-account support
In action

Demoed at Millennium HQ in New York — walked stakeholders through order submission, real-time matching, and risk controls.

Insight for Impact
AI-powered humanitarian command center built for Hacklytics 2026 (Databricks × United Nations). Transforms fragmented UN humanitarian data into actionable insights: 3D crisis globe, funding gap analytics, ML forecasts (XGBoost + Prophet), and natural-language queries via Databricks Genie — turning months of analysis into minutes of insight.
Technical scope
Full-stack Streamlit app with interactive 3D globe (Globe.gl / Three.js), Plotly charts, and a two-stage ML pipeline: Prophet for funding trends and XGBoost for needs/requirements prediction. Databricks Genie for conversational queries over live data.
- UN HNO/HRP data, mismatch scores, high-neglect-risk forecasting
In action

Built with Nikil Kandala for Hacklytics 2026: Golden Byte at Georgia Tech — production-ready command center in under 36 hours.
