agentprivacy-network-topology

What problem does it solve?

This Skill addresses the challenge of accurately valuing participation in privacy networks by moving beyond simple participant counts to a model that accounts for the quality and configuration of each participant's sovereignty.

Core Features & Use Cases

• Stratum Weighting: Assigns economic value to network participants based on their position within a 7-strata sovereignty model, mirroring binomial coefficients.
• Network Value Modelling: Provides a framework for understanding how collective participation amplifies individual sovereignty value, with a focus on the combinatorial midpoint (stratum 3) as the peak contribution.
• Use Case: Design a Privacy Pool by optimizing its composition to maximize the stratum-weighted network term, ensuring higher collective value and anonymity guarantees by encouraging participation at stratum 3.

Quick Start

Analyze the network term (1 + Σ wᵢ nᵢ/N₀)^k for a network with 100 agents at stratum 3 and a baseline network size of 1000.