Projects
Company — FAIR · 2024
FAIR Football AI
Multi-agent AI for football predictions, scouting, and analytics across 30+ leagues.
Python · FastAPI · Node.js · MongoDB · Redis · Google Cloud Platform
Problem
Football fans and analysts need instant, accurate answers about live stats and predictions — a single LLM can't reliably cover live data, historical records, and document knowledge at once.
Solution
Led creation of a multi-agent LangGraph chatbot with intelligent routing across web search, a SQL agent, RAG search, and agent handoffs — backed by a FastAPI/Node.js microservices backend on Google Cloud.
Results
Real-time predictions, scouting, and analytics across 30+ leagues, powered by 10+ automated data pipelines processing gigabytes of data.
Highlights
- —Multi-agent routing: web search, SQL agent, RAG search, handoffs
- —Microservices backend with FastAPI, Node.js, MongoDB, and Redis
- —10+ GCP data pipelines (Cloud Run, Batch Jobs, Cloud Scheduler)
- —Flask and React dashboards for real-time pipeline insights