Thinking out loud.

Research notes, field reports, and essays at the frontier.

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The Interface Is the Intelligence

Intelligence as a function of interface legibility. Governance implications for AI regulation and natural capital accounting.

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AI Institutional Design Atlas

Mapping governance mechanisms, failure modes, and design gaps for multi-agent AI systems.

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AI Mechanism Designer

Institutional economics, protocol engineering, and AI coordination are converging on a role nobody trained for.

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Ecofrontiers — End of Year Review 2025

From exploration to consolidation. A year working across research, consulting, and infrastructure.

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When The Toolbox Outgrows The Workshop

On the organizational cost of too many tools and not enough constraints. Written as part of the Ethereum Foundation Devcon Scholar Program.

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Intents, x402, and Enshrined Thermorealism

What happens when digital systems finally respond to the laws of thermodynamics and the imperative of planetary stewardship?

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Ownership in Cryptonetworks

Foundational essay on property rights, governance, and value capture in decentralized systems.

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