Systems Built

A comprehensive personal performance operating system built in Notion and actively used on a daily basis. The system tracks habits, morning routines, finances, goals, and personal development — and surfaces correlations between behaviours and outcomes through structured weekly reviews. It functions as a living operating system for personal productivity, not a static tracker.

Integrated with Google Calendar for hard deadlines and connected to Claude AI to automate weekly review generation. The system identifies patterns — such as the consistent correlation between structured early mornings and high-performance days — and uses that data to drive continuous improvement.

• Daily habits and morning routine adherence — logged and scored against defined personal standards
• Financial transactions, expenses, and goal-based savings milestones
• Personal goals and milestones with gap analysis between current state and target identity
• Weekly performance patterns — correlating behaviour inputs with outcome quality
• Hard deadlines and fixed commitments via Google Calendar integration

• Data captured daily through structured check-in templates — every field has a defined purpose
• Weekly reviews generated automatically using Claude AI, pulling from the week's logs and surfacing actionable patterns
• Strict system rules: calendar is for hard deadlines only, everything else lives in the weekly plan — keeping both systems clean and non-overlapping
• Continuously iterated based on what the data shows — if a pattern emerges, the system is updated to track it more precisely

ARVIS is a life management platform in development — the functional app version of the personal system built in Notion. Where the Notion system is a manually maintained operating system, ARVIS is designed to be a fully integrated application that brings together wellness, finance, education, goals, and calendar into one cohesive product.

The core problem being solved: most productivity and life management tools operate as disconnected siloes — separate apps for habit tracking, budgeting, goal setting, and scheduling, none of which communicate with each other. ARVIS is designed from the ground up as a unified system where every component informs the others.

• Architecture designed and documented; development currently paused while completing foundational coursework at UTM
• University of Toronto Mississauga students identified as the initial target user group for beta testing — position within the student environment provides direct access
• The personal Notion life management system serves as the functional blueprint — ARVIS is the productized version of a system already proven in daily use
• Backend data architecture is the primary build focus upon resumption; rebuilding from a clean, fully integrated foundation rather than bolting systems together

GMTO OS is a self-development platform nearing production, where I lead project management, go-to-market, and operations as a client engagement. The work spans competitive positioning, launch planning, and shaping the product's core architecture alongside the founder.

The defining insight: most self-development and productivity tools track activity without connecting it to purpose. GMTO's central differentiator is the "why" layer — the architecture that links daily action to long-term direction, turning a tracker into a system with intent behind it.

• Brought on as project manager to support go-to-market and operations through the path to production
• Ran a competitive landscape analysis across productivity, project management, and health and nutrition to define positioning
• Identified the "why" layer — connecting daily action to long-term purpose — as the core architectural opportunity and central differentiator
• Coordinating launch planning and operational structure alongside the founder ahead of release