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Weiran Liu

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Preprint Aug 2026

MADE: Belief-Driven Dual-Agent Coordination for Autonomous Model Deployment

This work introduces Model Automated Deployment Engine (MADE), a dual-agent coordination system that iteratively constructs and validates the deployment artifacts, updates its deployment belief based on execution feedback, and revisits invalid upstream artifacts until the model is successfully served as a ready-to-call API that can then be used by other agents.

Yicheng Liu, Bolin Zhang, Weiran Liu et al. · 0 citations