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02/02 DOCUMENTS

Technical documents
from the American Macrogrid.

01

WP-002

HTML

PI-MARL: Smart Grids & Hyperscaler VPPs

Physics-informed multi-agent RL for distributed energy dispatch.

A unified framework integrating the Entropy™ three-layer architecture with general smart-grid markets — P2P trading, demand response, and distributed energy resources. Covers PI-MARL mathematical foundations, MathJax-rendered equations, NREL/CAISO sourcing, and code examples.

Version 3.0 · MathJax rendered

2025-10

02

WP-003

TWIN

The Substation Incident

Interactive operational twin and grid-security whitepaper.

The canonical case study at the intersection of industrial control security and grid infrastructure. The interactive 3D twin reconstructs the incident as a navigable operational model. The PDF whitepaper provides the full technical narrative: timeline, vectors, and implications for American Macrogrid architecture.

Twin · Whitepaper · 154 KB

2026-01