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Thoughts on iOS development, architecture, and building software.

·13 min read

Turning GitHub Reviews Into Automatic Code Changes

I built a webhook server that listens for GitHub PR reviews and dispatches a Claude Code agent to action every comment locally — then replies on GitHub when it's done.

Node.jsArchitectureFull-Stack

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·12 min read

From Stock Outage to Menu Recovery: Building a Swap System for a Coffee Shop

How I built a system that handles ingredient outages by automatically activating swap alternatives, preserving original state for restoration, and showing staff the real cost impact of every modification.

GoNext.jsSQLiteFull-Stack
·11 min read

Versioned Menus and Order-Time Snapshots: Protecting the Business Record

Why overwriting a menu item is a liability, how temporal versioning and order-time snapshots protect a coffee shop from legal and financial risk, and what I learned about data modelling from working in insurance.

GoSQLiteArchitecture
·12 min read

Building a Cascade-Aware Delete System Across the Stack

How I built a delete preview system that walks foreign key relationships in Go and renders the impact as a traffic-light severity UI in React — and why not every relationship should result in a delete.

GoNext.jsSQLiteFull-Stack
·9 min read

Optional Auth and Guest Ordering: Designing for Zero Friction

Why I made user accounts optional for placing orders, how simple counter numbers replaced random hex codes, and why the best claiming flow is one the user never sees.

GoAPIArchitecture
·7 min read

Building a System, Not a Feature

Why I built the backend, admin dashboard, and database tooling together from day one instead of focusing on one piece at a time.

GoNext.jsFull-StackArchitecture
·4 min read

Building a Developer Portfolio with Next.js and Tailwind

The decisions behind this site — from choosing Next.js over a static site generator to building reusable motion components and a consistent design system.

Next.jsReactTailwind CSSWeb