Ai-Agents

Overview Built for the Google Gemini AI Challenge 2026, this multimodal AI agent enables maintenance technicians to diagnose equipment issues by pointing a camera at a device and describing the problem through natural conversation. Problem Maintenance technicians often spend significant time diagnosing equipment issues — cross-referencing manuals, searching past incident reports, and consulting senior colleagues. This slows down repair times and increases downtime costs. Solution An AI agent that combines: ...

Overview Pennymize is a personal finance SaaS application designed for Canadian users. It combines traditional budgeting tools with AI-powered features for expense categorization, investment optimization, and personalized financial advice. Problem Existing personal finance apps don’t serve Canadian users well — they lack support for Canadian banks, tax structures (TFSA, RRSP), and the specific financial landscape. Most also lack intelligent automation for categorization and advice. AI Features Expense Categorization ML models automatically categorize transactions based on merchant names, amounts, and spending patterns — learning from user corrections over time. ...

As part of the Google Gemini AI Challenge 2026, I built a multimodal AI agent that helps maintenance technicians diagnose equipment issues. Here’s the story of what I built, why, and the key technical decisions along the way. The Problem Maintenance technicians at transit companies spend significant time diagnosing equipment failures. They flip through thick manuals, search through past incident reports, and call senior colleagues for advice. All while the equipment sits broken and operations are impacted. ...