*** original copy · keep for your records ***

hi, my name's varun.

software engineering + management

co-op student · mcmaster university

www.varun.study

order no.#2026-0905
printed
based intoronto, on
currentlyai/data @ the home depot canada
statusseeking summer 2027 internships

01 about

varun pathak
fig. 1 — me

hi there! right now i'm eager to learn as much as i can about ai/ml engineering and what it takes to run llms in production — the orchestration, retrieval and evaluation work that sits between a demo and something people actually rely on. i've programmed in a variety of languages and frameworks along the way, and what keeps me going is the problem solving and critical thinking!

on the side, outside of the university, you will see me on the badminton court, at the gym, focusing on self-improvement, or relaxing with some friends and family!

02 stack

languages6 items
frameworks & libraries12 items
platforms & infrastructure16 items
education2 items
mcmaster university2022 — 2028

b.eng.mgt · software engineering & management co-op · hamilton, on

cgpa 3.8/4.0 · dean's honours list

st. thomas aquinas cssclass of 2022

ontario scholar · 96.7% average · oakville, on

03 experience

  • enhanced a production-grade agentic ai chatbot used by 30,000+ users — google adk, multi-agent orchestration, llm-backed reasoning, mcp tool-calling and stateful session management
  • owned 0-to-1 development of scalable llm applications and reusable agentic microservices across cloud-based genai pipelines
  • built end-to-end rag pipelines with llamaindex and iterative prompt engineering, grounding outputs in domain-specific enterprise data to cut hallucination risk in production
  • led a product compatibility poc: a semantic search pipeline over vector embeddings, cloud sql and ontology modeling — presented findings and secured approval for production
  • designed and owned apache airflow etl dags ingesting raw web-sourced data into bigquery & postgresql via apache beam pipelines
  • partnered with directors and cross-functional engineering, product and operations teams, presenting to vp leadership and driving 100% of scoped initiatives into production + pilot
  • started as an intern (may-aug), hired back as a contractor :)
  • led python and engineering design (autodesk inventor) labs and tutorials for 600+ students weekly, with personalized support during office hours
  • built a python automation utility that flagged potential academic dishonesty by scanning 1100+ autodesk inventor files for metadata irregularities, saving 80%+ manual review time
  • supervised a team of 90+ teaching assistants, coordinated grading duties and ran weekly meetings to keep marking consistent
teaching lab · mcmaster teaching lab · mcmaster teaching lab · mcmaster
  • collaborated with a multidisciplinary research team alongside dr. istvan david on human-guided multi-agent reinforcement learning (marl) frameworks, improving coordination and decision-making across agents in simulated environments
  • designed and implemented custom marl simulation environments in python to test policy and reward shaping, reaching faster convergence than unguided baselines
  • ran 200+ training trials comparing unguided vs. human-guided marl, showing higher collective task success and better stability on cooperative tasks
  • top 3 @ cucai 2025
  • developed an rl-based traffic control system using python
  • validated performance on a real-world intersection (college st. & university ave.) in toronto
cucai 2025 cucai 2025 trafficlightrl results
  • tutored students internationally (canada, united states, dubai, india)
  • explained computer science, ap/ib/hl mathematics, ap/ib physics & ap economics
  • in-person + online, maintaining 12+ students concurrently each week

04 projects

stock forecasterpython

probabilistic forecasts of next-day / next-week stock log-returns with calibrated confidence intervals · in progress

python · xgboost · redis · mlflow · walk-forward validation vs. arima + persistence baselines

baimax
baimaxswift

biometric & ai-driven medical assistance exchange

swift · xcode · firebase · arduino

papertrail
papertrailflask

ai receipt management system

flask · tesseract ocr · postgresql · aws s3

trafficlightrl
trafficlightrlpython

reinforcement learning for traffic signal control

python · sumo · stablebaselines3

garden of eden
garden of edenjava

a blockchain, from scratch

java · mongodb · bouncycastle

maze runner
maze runnerjava

maze solving algorithms

java · dsa · solid principles

diceart.io
diceart.iopython

photos, rebuilt out of dice

python (pil) · streamlit

varun.study
varun.studyweb

this receipt

html · css · javascript

05 total / awards

carnegie mellon university · top 5 of 279 projects, 1,100+ participants

a passive networking app that connects like-minded people in the background over bluetooth mesh, using vector-based matching to surface who's worth meeting in a crowd · python · fastapi · react native · supabase

canada's largest student-run hackathon (200+ projects, 600+ hackers)

canadian undergraduate conference on ai · trafficlightrl

faculty of engineering award of excellence2022

$3,000 + second year stream selection

oakville rotary education award2022

$2,000

delf french certificate2022

level b1

totalstill counting

06 contact

github@v5run
linkedinin/v5run
instagram@v5run

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