Urban Marble[2]
1st Place, DD x Ignition Hackathon
Scroll a 3D landscape of North America's biggest cities and get an AI documentary for any building.
TypeScript · Next.js · PostgreSQL · CesiumJS · GPT-4o · DALL-E 3
See it in Dvij CityThis article is also a city. Every role and project below is a building you can walk into, with data pipelines running underground.
From dvijbarot.wiki, a living article about one builder
Dvij Barot is a Management Engineering student at the University of Waterloo looking for Summer 2027 internships. He works across AI engineering and enablement, product management, data engineering, and software development. Barot is currently holding the Technical Product Manager position at AltaML Inc., building an agentic product operations application for an enterprise client through Communitech's AI@WORK program.
Barot's work spans marketing strategy, data pipelines, LLM evaluation, and full-stack products. In one week in 2026, Barot's teams placed first, second, and first at three hackathons[1][2]. Barot's working philosophy is summed up in one line: Start with the friction, not the tech.
| Dates | Organization | Role | Description |
|---|---|---|---|
| Sep 2026 – Dec 2026 | AltaML Inc.Waterloo, ON | Technical Product Manager | Leads product on an agentic product operations app for Hauser Industries through Communitech's AI@WORK program.Dvij City |
| Jul 2026 – Sep 2026 | GenLedgeRemote | Software Engineer | Built an LLM-powered data ingestion tool for an agentic ERP.Dvij City |
| May 2026 – Jul 2026 | SevenAfter TechnologiesRemote | Product Manager | Product management for an AI-powered educational game about mental health and bullying.Dvij City |
| Apr 2026 – May 2026 | KnowIdea Inc.Remote | AI Engineer | Made an AI report-generation pipeline faster and observable.Dvij City |
| Jan 2026 – Apr 2026 | Super.comSan Francisco, CA · Toronto, ON | Data Analytics Engineer | Analytics engineering across marketing data pipelines, dashboards, and fraud detection.Dvij City |
| May 2024 – Dec 2024 | Go Lime Inc.Toronto, ON | Project Manager | Led a rebrand, growth operations, and a new booking platform.Dvij City |
| May 2023 – Aug 2023 | Ontario Chamber of CommerceToronto, ON | Program Manager | Advised small businesses on going digital through the Canada Digital Adoption Program.Dvij City |
| May 2022 – Dec 2022 | Swap RoboticsKitchener, ON | Business Development Representative | Sold autonomous grass-cutting robots to the solar industry.Dvij City |
1st Place, DD x Ignition Hackathon
Scroll a 3D landscape of North America's biggest cities and get an AI documentary for any building.
TypeScript · Next.js · PostgreSQL · CesiumJS · GPT-4o · DALL-E 3
See it in Dvij City1st Place, Claude Hacks @ UWaterloo
Finds the empty lots where new green space would matter most, by heat relief, access, and equity.
React · Mapbox GL JS · Claude API · Tailwind
See it in Dvij CityClassifies a syllabus and ranks 21 study techniques using evidence from 22 meta-analyses.
Python · scikit-learn · Streamlit · Gemini · Docker · GitHub Actions
See it in Dvij CityIn development
A calm, offline-first Boggle game for iOS and Android with a freemium model.
React Native · Expo · Zustand · SQLite · RevenueCat · AdMob
See it in Dvij CityScan a barcode or snap a meal to see its carbon footprint and greener swaps.
React · TypeScript · Supabase · Gemini · Open Food Facts
See it in Dvij CityIn development
A gamified financial-literacy platform for Canadian students in grades 6–12.
Next.js · Expo · tRPC · PostgreSQL · Drizzle · Turborepo · Phaser
See it in Dvij City| Place | Event | Project |
|---|---|---|
| 1st | Claude Hacks @ UWaterloo | CityScapes |
| 2nd | Talent Tank Hackathon, San Francisco | Invited straight to the semi-finals the day after CityScapes won |
| 1st | DD x Ignition Hackathon | Urban Marble |
Start with the friction, not the tech.
Start with the friction, not the tech. Every hackathon started with the temptation to ask which API to use. By the end the opening question was who is frustrated, and why.
Vertical slicing before shared code. Each teammate owned an isolated directory, so no two people touched the same file. Coordination lives in communicated decisions, not chance.
The output is the product. A heat map nobody understands helps nobody. Polish is what turns data into something people actually feel.
University of Waterloo, Bachelor of Applied Science in Management Engineering, expected April 2028.
Relevant courses: Databases & Software Design, Probability & Statistics II, Algorithms & Data Structures, Modelling in Operations Research.
Clubs: Wat.AI Engineering Design Team (2024), Warriors Dance Team (2023–2024), HSC President (2023–2025).
Open to Summer 2027 internships in forward deployed engineering, technical product management, data engineering, and AI engineering.
Welcome to Dvij City
Every building is a role or a project I built. The copper pipes underground are data pipelines.
Walk with the arrow keys (Up opens a door, Down enters a warp pipe, Space jumps), or scroll and click any building.