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Hybrid Adaptive Scheduler (HAS): A novel load-balancing algorithm for heterogeneous Multi-Agent Systems. Bridges the gap between offline LPT planning and online ECT execution via a tunable batch parameter α to minimize makespan while maintaining real-time responsiveness. Includes complete simulation suite and IEEE research paper.