Emergent Markets

Platform

One system for constructing, running and measuring agent economies.

Seven components form a single execution surface. Each is independently configurable and jointly instrumented, so a change in market mechanism is observable all the way down to individual agent behavior.

ARCHSystem architecture

Composable layers, single execution graph.

Multi-Agent RuntimeMarket EngineNegotiationAllocationEconomic SimulatorExperiment AnalyticsInfrastructure
COMPComponents

Platform components.

01

Multi-Agent Runtime

Deterministic scheduler executing heterogeneous agent policies — LLM-backed, RL-trained or rule-based — under shared clock, budget and rate constraints.

Concurrency
10⁶ agents
Scheduling
Deterministic / seeded
Policy types
LLM · RL · Heuristic
02

Market Engine

Order books, auctions, continuous double markets and posted-price mechanisms with configurable frictions, fees, latency and information asymmetry.

Mechanisms
CDA · Auction · Posted
Clearing
Tick or event driven
Frictions
Fees · Latency · Slippage
03

Negotiation Engine

Structured multi-round bargaining with offers, counteroffers, contracts, commitments and enforcement — coalition formation included.

Protocols
Bilateral · Multilateral
Contracts
Enforceable / breachable
Coalitions
Dynamic
04

Resource Allocation

Scarce goods, compute, capital and labour distributed under configurable allocation rules with congestion and externality modelling.

Rules
Market · Planner · Hybrid
Scarcity
Hard & soft limits
Externalities
Modelled
05

Economic Simulator

Macro layer producing price indices, output, inequality, liquidity and shock propagation across sectors of the synthetic economy.

Horizon
Days → decades
Shocks
Scriptable
Sectors
Composable
06

Experiment Analytics

Versioned runs, parameter sweeps, statistical testing and full agent-level replay. Every result is reproducible from a seed and config hash.

Sweeps
Parallel grids
Replay
Full decision trace
Export
Parquet · API
07

Infrastructure

Distributed execution over GPU and CPU pools with checkpointing, fault tolerance and isolated tenancy for sensitive workloads.

Execution
Distributed / sharded
Checkpointing
Continuous
Deployment
Cloud · VPC · On-prem

Execution pipeline

AGENTSOFFERSCLEARINGSETTLEMENT

Distributed decision tree

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