Scarcity

High-level introduction to the Scarcity framework — an online relationship-discovery engine for data that drifts under scarcity.

The layered architecture of Scarcity.

Module structure and key exports.

Multi-Path Inference Engine documentation.

Decentralized learning infrastructure.

Cross-domain adaptation and optimization.

Agent-based modeling and visualization.

Dynamic resource management and adaptation.

Adaptive data ingestion and rate control.

Event bus and asynchronous architecture.

High-level orchestration for federated learning workflows.

Algorithms and theoretical basis of Scarcity.

Quick reference for key exports and usage.

Performance characteristics and requirements.