Author

D. Balamurugan

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Preprint Jul 2026

OmniPilot: An Uncertainty-Aware LLM Inference Advisor for Heterogeneous GPU Clusters

OmniPilot is a launch advisor that predicts serving costs for feasible configurations and abstains when requests fall outside its measured support envelope and ranks configurations using an economic utility metric calibrated to an operator's revealed preferences.

D. Balamurugan, Thomas W. Bush · 0 citations