Skip to content
Field notes

Practical notes from building measurable growth systems.

Long-form explanations of the thinking behind selected projects—written for marketers, operators and builders who care about how systems actually work.

Field note

Building Hihie’s Scent OS

How a personal fragrance collection became a weather-aware discovery, layering and knowledge system.

Product thinkingUXData
Read article →
Field note

Automating Marketing Reports with OpenClaw

A practical architecture for collecting paid media signals, summarizing them and routing useful alerts.

AutomationAPIsAI
Read article →
Field note

Performance Marketing in the AI Workflow Era

Where AI creates leverage in research, reporting and creative operations—and where human judgment remains essential.

PerformanceAIOperations
Read article →