Adam Kamel

University of Waterloo logoSoftware Engineering· University of Waterloo

Hi, I'm Adam, a first year software engineering student at Waterloo. I love to work on projects in machine learning (aspiring researcher), data science and backend/fullstack development.

Experience
WatStreet logo

Machine Learning Engineer @ WatStreetDesign Team

Dec 2025 - Present

Building an unsupervised pipeline to detect hidden market regimes in noisy financial time series data.

  • Implemented regime discovery using K-Means baselines and time-aware Hidden Markov Models to infer latent market states
  • Designed HMM state and transition modeling to capture regime persistence and shifts without labeled data
  • Built regime-annotated price history visualizations to validate inferred states against major market events
Lynkr logo

Software Engineering Intern @ Lynkr

May 2025 - Sep 2025

Developed AI agent integrations and improved natural language processing systems

  • Improved accuracy of enpoint search by 28%
  • Developed 30+ service endpoint integrations with FastAPI
  • Created comprehensive test suites using PyTest
Algoverse logo

Artificial Intelligence Junior Researcher @ Algoverse

May 2025 - Sep 2025

Research on LLM internal world representations and game-playing AI systems

  • Authored research paper published at NEURIPS and EMNLP workshops
  • Generated 3M+ game simulations
  • Trained custom LLM models and probes
UW Orbital logo

Backend Developer @ UW OrbitalDesign Team

Sep 2025 - Dec 2025

Supported satellite development as a Backend Developer for Orbital's ground-station subsystem.

  • Built and maintained FastAPI endpoints for the ground-station subsystem with full PyTest coverage
  • Integrated an in-memory caching layer for high-frequency queries to reduce repeated-request latency
Hope for Hearing logo

Web Developer @ Hope for Hearing

Sep 2023 - Jun 2024

Developed modern website and content management system for non-profit organization

  • Built custom CMS
  • Flask-based architecture
  • Tailored to organization needs
Featured Projects
Pufferfish

Pufferfish

Chess engine that placed 3rd overall out of 75 teams at ChessHacks

PythonPytorchHuggingface
GooseMarket

GooseMarket

Waterloo-only prediction market for campus events

FlaskSupabasePythonSQL