Selected work in AI automation, data acquisition, and applied machine learning.
A multi-agent system that monitors what AI assistants (ChatGPT-class models, Gemini) actually say about a company every day, scores every answer against a human-verified truth, root-causes every wrong answer back to a source, and tracks competitive positioning — fully multi-tenant, running on free-tier infrastructure end to end.
An interactive 3D map of every building in Jyväskylä, Finland — about 65,000 buildings joined from two open government registers, colour-coded by construction era, with a film that shows the city growing from the 1850s to today.
A self-healing scraping pipeline that detects broken selectors, has an LLM rewrite them on the fly, and runs a second LLM pass to score and explain every real-estate listing it collects — with full audit logging in PostgreSQL.
A Python pipeline that finds high-value real estate leads by cross-referencing public legal case records with MLS ownership data — using Playwright browser automation and LLM-assisted parsing to verify long-term property owners.
A Python service that automates order processing for a live multi-store delivery operation — syncing live status to Google Sheets, routing multi-warehouse fulfillment, and auto-generating customer invoices.
A full-stack MERN flower-shop platform with email/password auth, real role-based admin access, a Material UI dashboard, product management, order tracking, and customer reviews — a step up from my earliest projects toward proper role-based access control.
A full-stack MERN travel-booking platform with Google authentication, package browsing, order placement, and an order-management dashboard — one of my earliest full-stack projects, built to learn React, REST API design, and end-to-end auth flows.
A wearable smart-glasses device that gives blind and visually impaired users real-time awareness of their surroundings — recognizing objects and known faces through computer vision and speaking the results back through bone-conduction audio, without ever blocking the ear canal.
