Commerce as Computation
Formal models for representing commercial relationships, state transitions and coordination across multiple actors.
Researching commerce as a computable, stateful and evidence-bearing coordination system rather than a series of disconnected transactions.
Durable research homes in this area.
Current questions surfaced in the Public Edition.
Evidence, simulation and evaluation.
Country-native and cross-border applications.
If commerce can be represented more precisely, systems can reason about what is being attempted, what is permitted, what remains uncertain and what counts as successful completion. That can reduce coordination friction without pretending that every economic relationship should be automated.
Formal models for representing commercial relationships, state transitions and coordination across multiple actors.
How goals, constraints, preferences, authority and uncertainty can be represented—and how successful economic outcomes should be measured.
Mechanisms that help people, firms, institutions and machines coordinate under incomplete information and asymmetric incentives.
Research into contracts, registries, reputation, dispute processes and market rules that can become more machine-readable while remaining accountable.
Measurement of information, trust, regulatory, financial, semantic, logistics and institutional friction across commercial journeys.
A research pathway that connects evidence, models, simulation, evaluation and decision support.
Rights-cleared data, documents and observed commercial state.
Formal, statistical and machine-learning representations.
Explore scenarios, interactions and alternative futures.
Measure outcomes, uncertainty and failure modes.
Translate validated insight into better economic decisions.
Formal research into economic intent, authority, evidence and state transitions.
Research programScenario research for policy, supply networks and systemic resilience.
Research directionMeasuring semantic, regulatory, financial and logistics friction across commercial journeys.
Research programThis research can inform businesses, governments and institutions—from planning and risk analysis to market design and long-term resilience.
Computational Commerce connects to evaluation and experimental environments for testing commercial AI and systems.
Domain-specific evaluation for commerce AI.
ExploreControlled training and multi-agent experimental economies.
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