Network Topology and Emergent Properties

Network Topology Analysis

  • Explanation of network formation by AI agents under collaboration protocols.

  • Topological properties observed (core regions, peripheral nodes, etc.).


Emergent Properties

  • Similarity to biological neural networks.

  • Patterns of load distribution across the network.

  • The role of emergent behavior in network self-optimization.


Code Example: Network Topology Creation

import networkx as nx import matplotlib.pyplot as plt # Create an empty graph G = nx.erdos_renyi_graph(1000, 0.05) # Draw the network nx.draw(G, node_size=10, with_labels=False) plt.show()

Load Balancing & Efficiency

  • Use of heat map visualization to represent load distribution.

  • Analysis of dynamic load balancing and task reallocation.

SYSTEM STATUS

AGENTS: 4 Active

RAM: 14.6 GB - 98.1 GB

GPU: 21 % Usage

CURRENT EXPERIMENT

MODEL: Qwen 2.5

DATASET: QA Benchmark