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energy

2 MARIA OS blog articles tagged energy, organized as a Bonginkan topic archive for search engines and LLM retrieval.

2 articles|Published by Bonginkan

Agentic Company Architecture

Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Multi-Agent Mathematics

Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

Industry ApplicationsFebruary 12, 202638 min read

Decision Stability Scoring for Energy Grids: Lyapunov Functions for Power Supply-Demand Governance

Evaluating power grid decision stability through Lyapunov energy functions and responsibility-gated load balancing

Power grids can operate near stability limits, where dispatch errors or delayed interventions may trigger cascading disruptions. This paper introduces a Lyapunov-based decision-stability score for energy-grid AI agents, providing formal criteria for when autonomous grid-management actions remain within stable operating regions.

energystabilitylyapunovpower-gridload-balancingcontrol-theorygovernance
Industry ApplicationsFebruary 12, 202636 min read

Renewable Integration Risk Margins: Uncertainty Variance Models for Safe Energy Transition

Deriving safety margins for renewable energy integration through uncertainty quantification and variance-based risk assessment

Renewable energy sources introduce high variability into grid operations through weather-driven output and storage constraints. This paper develops a variance-based risk-margin model that quantifies safe operating domains for renewable-integration decisions, enabling AI energy agents to increase renewable utilization while preserving grid-stability targets.

energyrenewablerisk-marginuncertaintyvariance-modelgrid-stabilitygovernance