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DGF

How I Work

These principles guide every project, system, and engagement.


Clarity Over Complexity

If a system cannot be understood by the people who rely on it, it is incomplete.


Endurance Over Speed

I build systems that last, not systems that launch fast. Durability and repairability matter more than novelty.


Human Agency First

Technology supports human decision-making. It does not replace responsibility or obscure accountability.


Consent is embedded into system design, governance, and data flow — not bolted on as a checkbox. This is non-negotiable when working with children or vulnerable populations.


Local-First Design

Systems should function when connectivity fails, institutions disappear, or abundance is absent.


Quiet Work

I measure success by continued function, not attention. If you’ve never heard of a system I built, and it’s still running, that’s the point.


Human-AI Collaboration

I work as a single operator in deliberate collaboration with AI tools. The judgment is mine. The capability is extended. This is intelligent co-creation in practice, not theory.


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