Mkareos
Kzkoz
B.Computing · 
University of Guelph
·
Open to internships
building
Verivance, an explainable RAG search engine
studying
2nd year software engineering
won
2nd place · GDGHacks 2025 · Best Cutting Edge UI category
Verivance
Explainable RAG search engine. Chunks and embeds documents into Pinecone, retrieves and ranks the top evidence by semantic search, then Gemini writes a grounded answer with every source shown.
2026
GitHub ↗
RankedIn 2nd · GDGHacks
LinkedIn "Aura Score" leaderboard. 0–2500 scoring engine across 8 dimensions. No AI APIs, fully deterministic.
2025
GitHub ↗
Visual Mouse
Webcam-based hand gesture controller. Finger landmark tracking → mouse movement and clicks. No extra hardware.
2025
Panic Pick
Pixel-art memory card game. Pure vanilla JS. No libraries, no build step.
2024
BattleShip AI
Java Battleship with a probability-based hunt-and-target AI. Harder to beat than it looks.
2024
C Systems Projects
Coursework covering recursion, pointers, dynamic memory, file I/O, and core data structures in C.
2024
languages
Python, C, Java, JavaScript, TypeScript, SQL, Bash, MATLAB, HTML, CSS
frameworks
React, Next.js, Node.js, FastAPI, Tailwind, Framer Motion, PyTorch, Pandas, OpenCV, MediaPipe, PyAutoGUI
tools
Git, GitHub, Docker, Linux, Vercel, VS Code, npm/pip, LaTeX, Figma, Pinecone, PostgreSQL, Supabase
Open to internships, collabs, or just a good conversation. Reach out.