YAS / FIELD NOTES
What breaks.
What works.
What to build next.
Practical writing from real work across AI optimization, internal systems, product execution, ecommerce architecture, and public startup building.
Read the field notesRESEARCH, IMPLEMENTATION, AND OPERATOR NOTES
12 published pieces01 / Commerce systems
Custom Shopify Theme vs Prebuilt Theme
How to decide when a custom theme is worth the investment.

02 / Commerce systems
When to Build a Shopify App Instead of Installing One
A practical framework for app vs native architecture.

03 / Commerce systems
How to reduce Shopify app dependency without breaking the store
From app overload to controlled architecture.

04 / AI operations
What Business Processes Should Be Automated First
Prioritize repeatable, high-frequency, low-creativity tasks.

05 / AI operations
What an AI content factory actually looks like in practice
A systems view on research-to-distribution pipelines.

06 / AI operations
AI Workflow Design for Lean Teams
Lean teams need reliability more than novelty.

07 / Product systems
How to Scope an MVP Without Wasting Budget
Outcome-first scoping for founder teams.

08 / Product systems
Startup Portal vs No-Code Stack
Where no-code works and where custom systems win.

09 / Founder execution
Why founders overbuild too early
The difference between a product that needs clarity and a product that actually needs more code.

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