Ian Arredondo

SwiftLot is a live auction intelligence platform built on top of Autura Marketplace, one of the largest salvage vehicle auction networks in the country. What started as a tool to help my dad navigate car auctions grew into a production system that has tracked over 27,000 vehicle sales nationwide since February 2026. The platform aggregates real-time bid data via server-sent events, provides Texas vehicles with odometer history from state inspection records, and archives final sale prices to a growing PostgreSQL database at auction close. The visualizations below are pulled straight from that live database, showing where the auctions happen, what's actually selling, and how price moves with volume week to week.

JagUnify started as a capstone project built around a real problem. New students, especially international students, had no single reliable place to get answers about courses, admissions, or financial aid, and TAMUSA's own catalog site often left them stuck at dead ends. Working with a team, I built an AI-powered academic advisor chatbot that answers those questions with citations back to the official catalog, and refuses to answer when it can't back one up. It's grounded in 1,736 indexed courses across 30 plus departments, retrieved through vector search and reranking, and evaluated at 100% accuracy across a 20-case test suite. Below is a look inside that knowledge base.