Writing

Technical notes from the work.

Articles on WordPress systems, architecture, privacy-preserving tools, accessibility, AI-assisted workflows, and real production constraints.

Technical

8 articles
Systems Engineering

The Cost of Shared Assumptions

Database table prefixes exist for a reason. WordPress installs with a default prefix — `wp_` — and most sites never change it. For a developer writing queries against a single k

AI Systems

AI Integration

Practical AI integration work involving WordPress review workflows, malware tooling, synthetic data, and bounded multi-model review systems.

AI Systems

Notes on a Distributed System

A practical reflection on distributed AI review systems, drift detection, structural humility, and preserving human accountability inside long-context workflows.

FYN

2 articles
Finding Your Neighborhood

Doors, Not Platforms

The word platform implies something specific. It implies a place where content is hosted, where connections are managed, where growth is measured, and where the system itself be

Finding Your Neighborhood

What Makes a Neighborhood?

The word neighborhood gets used loosely. It can mean a geographic area, a group of people, a sense of belonging, or something harder to name — the feeling that you are among peo

Architecture

3 articles
Architecture

The Context–Perspective Pattern

Separating context from perspective allows multi-agent AI systems to preserve continuity without sacrificing stable evaluative lenses.

Engineering Judgment

Knowing Something Is Wrong Before You Know Why

WordPress releases follow a pattern. A major version ships, a maintenance release follows within weeks to address the inevitable bugs that survive testing, and then — sometimes

AI Tooling

AI Integration for Existing Web Stacks

Useful AI integration usually starts with existing infrastructure, real bottlenecks, and clear human ownership—not a replacement fantasy.

Adaptive Experiences

0 articles

Articles in this area are in development.