Grid-Orch: An LLM-Powered Orchestrator for Distribution Grid Simulation and Analytics

arXiv:2605.12728 · eess.SY, cs.AI, cs.SE, cs.SY · Submitted 2026-05-12 · Read on arXiv

eess.SY, cs.AI, cs.SE, cs.SY

Submitted: 2026-05-12

Updated: 2026-09-25

Code: https://github.com/langchain-ai/langchain

Terminology

• Model Context Protocol — 10× in this paper
• Abstraction — 5× in this paper · explained in 1 episode
• Core — 3× in this paper · explained in 2 episodes
• Model Context Protocol (MCP) — 3× in this paper · explained in 8 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Agentic AI — 2× in this paper · explained in 1 episode
• Foundation Model — 2× in this paper · explained in 3 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Multi-Agent Framework — 2× in this paper · explained in 3 episodes
• Particle Swarm Optimization — 2× in this paper
• Verification — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Agent Skills — 1× in this paper · explained in 1 episode
• Archetype — 1× in this paper · explained in 1 episode
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• North American Electric Reliability Corporation — 1× in this paper
• Trace — 1× in this paper · explained in 2 episodes
• US Department of Energy — 1× in this paper

Sources

• Grid-Agent: An LLM-Powered Multi-Agent System for Power Grid Control
• X-GridAgent: An LLM-Powered Agentic AI System for Assisting Power Grid Analysis
• GridMind: LLMs-Powered Agents for Power System Analysis and Operations
• Large Language Models for Power System Applications: A Comprehensive Literature Survey
• Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Related papers

• One Request, Multiple Experts: LLM Orchestrates Domain Specific Models via Adaptive Task Routing
• A Geometric Decision Procedure for STL Feasibility and Repair
• Submodular Multi-Agent Policy Learning for Online Distributed Task Allocation in Open Multi-Agent Systems
• Policy-Level Recursive Self-Improvement for Embodied AI with a Criticality World Model
• Minimal Experiments for Robust Stabilization: Information, Spectral Geometry, and Duration
• Decentralized Power-Optimal Coordination for Spacecraft Swarms Using Time-Varying Magnetorquer Actuation