Writing & Research
My research begins with a practical question: how can participants establish legitimacy, monitor one another, and build reputation when no central authority is sufficient? I study cryptographic trust protocols for multi-agent networks, combining distributed verification, mechanism design, trust and reputation systems, and Byzantine fault tolerance. GTCX provides the real-world implementation context in frontier commodity markets; the next frontier is testing whether those same mechanisms can govern networks of AI agents.
bodies of work:
Equity Research — Energy, Oil & Gas, Exploration & Production
Original published investment research on small- and mid-cap Energy names, authored as an Equity Research Associate at Morgan Stanley.
Investment Memoranda — IFC & World Bank
Official investment memos authored for the Investment Committee and Board of Directors, underwriting capital deployment across frontier markets.
Research in Development — Trust, Reputation & Multi-Agent Systems
Current work includes “Ubuntu Economics,” “Infrastructural Legitimacy Theory,” and “Cryptographic Verification as Trust Infrastructure” — research on cooperative equilibria, protocol-based legitimacy, and adversarial verification.
working papers:
Open Source Architecture for Distributed Commodity Verification
Development-policy working paper · empirical validation pending
How community-owned verification infrastructure could be introduced in stages—from basic mobile tools to multi-jurisdictional networks—while accounting for hardware economics, institutional capacity, and regulatory adoption.
Legitimacy Infrastructure: A Framework for Economic Inclusion in Frontier Markets
Development-economics working paper · research design
A framework for portable trust and compliance credentials in markets where formal institutions do not fully resolve information asymmetry. It includes a proposed randomized study in Ghana’s artisanal and small-scale gold sector; data collection has not begun.
A Proposed Byzantine Fault Tolerant Verification Protocol for Global Commodity Markets
Technical research manuscript · validation pending
A theoretical protocol for multi-stakeholder commodity verification using weighted Byzantine consensus, zero-knowledge proofs, and sovereignty-preserving institutional integration. The manuscript defines the research questions and validation framework; performance claims remain to be tested.
Ubuntu Economics: Mathematical Framework for Cooperative Verification Infrastructure
Mechanism-design manuscript · formal model in development
An inquiry into whether network incentives inspired by Ubuntu can support cooperative equilibria in verification networks. The formal proofs, simulation record, and cultural-validation methodology are still in development.