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Notes on building useful systems.

A future home for writing about web development, data systems, automation, and AI in practical business contexts.

Automation

Designing practical automation before writing code

Notes on finding repetitive work, defining ownership, and building automations that teams can trust.

Data

When a dashboard becomes a business system

A short framework for turning data views into decisions, alerts, and repeatable operating rhythms.

AI

AI features that should survive production

Thoughts on RAG, prompts, evaluation, and making LLM apps useful beyond the demo screen.