Research Index

Curated collection of 39 AI-generated research concepts.

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Topic: LLM-reasoning×Clear all
Research IdeaNov 27, 2025

SEAL-MicroGrid: Steerable LLM-Based Reasoning for Secure Multi-Agent Microgrid Control

A novel framework combining steerable LLM reasoning (SEAL) with multi-agent microgrid control systems to enhance security, efficiency, and resilience. The system uses LLM-based agents to detect attacks, optimize power distribution, and coordinate responses while maintaining grid stability through calibrated reasoning paths.

microgrid-controlLLM-reasoningcybersecurity
Score: 6/104 SourcesRead Analysis
Research IdeaNov 27, 2025

Self-Healing Multi-Agent Microgrids: Adaptive Formation Control with LLM-Guided Fault Recovery

A novel framework combining multi-agent formation control and LLM-based reasoning for resilient microgrid management. The system uses distributed agents to maintain optimal power distribution while leveraging LLMs to diagnose faults, suggest recovery strategies, and adapt formation patterns for grid stability.

multi-agent-systemsmicrogridsfault-recovery
Score: 6/104 SourcesRead Analysis
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