Practical experience, ongoing learning
Across the system.
A developing toolkit, built through projects. Exploratory knowledge is described as exploratory.
Mechanical design and fabrication
Practical design skills developed through functional prototypes and repeated physical iteration.
- Autodesk Fusion 360
- Parametric CAD modelling
- Mechanical assemblies
- 3D printing
- Rapid prototyping
- Mechanical troubleshooting
- Early laser-cutting experimentation
Electronics and embedded systems
Prototype-level integration of sensors, controllers, power systems, and electromechanical hardware.
- ESP32
- Arduino
- Raspberry Pi
- Embedded electronics integration
- I²C and serial communication
- Sensor integration
- Basic PCB design
- Battery-powered electronics
- Motor-control experimentation
Robotics and control
Experimental mechanism and control work, with clear separation between simulated results and physical validation.
- Robot mechanism design
- Simulated locomotion
- Robot control experiments
- Motion pre-training
- Reinforcement-learning experimentation
- PID control concepts
- Inverse-kinematics experimentation
- Sim-to-real research goals
Software and AI workflows
Requirements-led software development using AI tools alongside testing, debugging, and version control.
- AI-assisted application development
- Codex and other AI coding workflows
- Local large-language-model experimentation
- Command-line interfaces
- Git and GitHub workflows
- Requirements definition
- Software testing and debugging
- Foundational Java programming
- Arduino IDE experience
Research, media, and field work
Supporting capabilities used to document, evaluate, and communicate technical projects.
- DaVinci Resolve
- Drone videography
- Product field testing
- Technical research
- User feedback analysis
Currently developing
Areas of active learning or planned exploration, not claims of established professional proficiency.
- Independent advanced programming
- Mathematical foundations of machine learning and control theory
- More advanced PCB design
- Resin 3D printing — planned
- CNC machining — planned
- Physical deployment of learned robotic controllers — not yet validated
Experience outside the lab.
Staples — Sales Associate
Approximately August 2025–present; exact start date to confirmPart-time work in Oshawa, Ontario, including customer assistance, retail operations, merchandising, and occasional cashier duties.
Dragon Boat Club — Seasonal Staff
Summer 2026Helped participants launch boats safely, coordinated activities, monitored paddlers from a safety boat, and contributed drone videography for promotional coverage. Specific employer name to be confirmed before publication.
Education & certifications.
Ontario Grade 12 student. Ontario Secondary School Diploma expected June 2027, subject to confirmation. Interested in studying mechatronics, robotics, and AI-related engineering.
Boating licence / operator certification — exact credential to confirm.
First-aid certification — qualification and validity dates to confirm.