01
Now
- Personal operating systemProjects, ideas, and experiments, organised in one workspace and built with AI agents
- Personal research wikiCurated sources and synthesis notes on AI agents, app design, mobile growth, content creation, and product management
- App research, onboarding, and product designStudying how successful apps onboard, retain, and grow users
- Ad generation and video editingProducing short ads and videos with AI
- Distribution and marketingTesting how a product reaches its first users
- Viah ModePunjabi wedding planning app
- dayCdayDecision journal
- mittafinFinancial calculators
- JevTypeSafe’s typed decision models
- Agentic paymentsIncluding stablecoin payments
Approach
How I work
From my product work at AUTO1 Group.
Discover
Internal-user and stakeholder discovery to shape priorities.
Specify
Regulatory, finance, and payment requirements translated into product specs.
Ship
Co-led two Agile squads of 12+ engineers.
Measure
SQL dashboards to monitor product performance after launch.
Senior Product Manager · 2023 – 2025
Product work at AUTO1
Merchant Financing
Owned the product end to end as it scaled to a €100M+ financed portfolio across 8 European markets.
Dynamic FX
Central point of contact for the company-wide move from fixed to dynamic cross-border rates.
Inbound Payments
Handled the company’s inbound bank payments at multi-billion-euro scale, improving matching and attribution.
Platform ↔ ERP
API-driven integration between the platform and Oracle ERP, from invoicing to revenue recognition.
Trajectory
From chemical engineering to product
BSc Chemical Engineering
University of Alberta
Thermodynamics, fluid mechanics, heat and mass transfer, reactor analysis, and process engineering.
AUTO1 Group
- Senior Product Manager2023 – 25
- Product Manager2022
- Junior Product Manager2021
- Operations Manager2019 – 21
Sabbatical
Time with family and friends, and travel.
Experimenting with product building
Building and testing products with AI agents, and exploring app research, ad generation, and distribution.
02 · Registry
Projects
Products and apps built across mobile, web, and operational software.
One place to plan the many moving parts of a Punjabi wedding.
Up nextVisit ↗ dayCdayA native iOS and Android app for day-by-day personal rhythm, planning, and follow-through, designed around small daily habits.
Up nextVisit ↗ mittafinFinancial calculators with visible formulas, aimed at small business owners deciding what to do next.
Up nextVisit ↗Archive5 projects · 2026
An audit-grade loan servicing surface for append-only ledger history and payment intake.
ArchivedVisit ↗A personal reading pipeline for saved links, source analysis, and an email digest.
ArchivedA native goals and identity-tracking app, archived after deciding not to continue.
ArchivedVisit ↗ InzeitA voice-first capture app, archived after Android on-device constraints.
ArchivedVisit ↗ TabulalaA local-first personal finance ledger, archived to focus on fewer projects.
ArchivedVisit ↗03 · Log
Writing
Essays, notes, and experiments on technology, learning, and building.
The Fleeting Feeling You Can't Photograph
Reflections on experiencing awe while hiking in the French Alps and Mont Blanc.
The Road Ahead: Imagining the Future with Self-Driving Vehicles
Comprehensive exploration of autonomous vehicle benefits, challenges, and societal impact.
Older essays5 · 2023 – 2024
Slack Less, Build More
Analysis of Jeff Bezos's philosophy on eliminating unnecessary communication to enable builders.
Normal means average
A personal narrative about the Berlin Marathon and embracing being different to achieve goals.
From Chaos to Clarity: Simplify
Exploration of Leonardo da Vinci's principle that “simplicity is the ultimate sophistication”.
Playing the right “game”
Discussion of choosing the correct pursuit rather than just working harder at the wrong goal.
04 · Shelf
Reading
Inside the Box: How Constraints Make Us Better
David Epstein
Psycho-Cybernetics
Maxwell Maltz
Recently finished
Leisure, the Basis of Culture
Josef Pieper
The Subtle Art of Not Giving a F*ck
Mark Manson
Sandworms of Dune
Brian Herbert & Kevin J. Anderson
Hunters of Dune
Brian Herbert & Kevin J. Anderson
Chapterhouse: Dune
Frank Herbert
Heretics of Dune
Frank HerbertEarlier finished4 books
05 · Background
About
I studied chemical engineering before moving into product management, where I found a mix I enjoy: working through technical problems with engineers and working with the business side of what gets built.
Over time, I became curious about what happens beyond delivery: testing an idea, explaining it clearly, and helping it reach the people it is for.
After more than six years at AUTO1 Group, where I moved from operations into product, I took a sabbatical from December 2025 to July 2026 to spend time with family and friends and follow my curiosity. Since August 2026, I’ve been experimenting with product ideas, content, automation, and AI.
- EnglishNative
- GermanConversational (B1/B2)
- FrenchBeginner (A1)
- BSc Chemical EngineeringUniversity of Alberta2009 – 2014
- Machine Learning SpecializationDeepLearning.AI & Stanford University2023
- AI Product ManagerUdacity2023
- Web Development BootcampUdemy2023
- AI Programming with PythonUdacity2022
Self-directed study across marketing and product marketing, product management in an AI world, computer science and AI/ML, design, and content creation.