Research IdeaNov 27, 2025
SEAL-EV: Self-Calibrating LLM Agents for Predictive Electric Vehicle Fleet Optimization
A novel framework combining steerable LLM reasoning with predictive battery management for electric vehicle fleets. The system uses multi-agent coordination to optimize charging schedules, route planning, and battery thermal management while adapting to real-world conditions through self-calibrating reasoning paths.
LLM-agentspredictive-optimizationEV-fleet-management