External LLM intelligence monitors & diagnoses MoE expert ecology during training — preventing routing collapse without auxiliary loss engineering. 16 Experts, 3 Tiers, Top-2 Gating, Claude-in-the-Loop.
deep-learning routing pytorch moe cifar100 mixture-of-experts training-dynamics claude-api ai-in-the-loop routing-collapse expert-collapse expert-ecology
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Updated
Jun 1, 2026 - Python