[Paper] AI/ML Model Cards in Edge AI Cyberinfrastructure: towards Agentic AI

Source: arXiv

Abstract

AI/ML model cards can contain a benchmarked evaluation of an AI/ML model against intended use but a one‑time assessment during model training does not get at how and where a model is actually used over its lifetime. Through Patra Model Cards embedded in the ICICLE AI Institute software ecosystem we study model cards as dynamic objects. The study reported here assesses the benefits and trade‑offs of adopting the Model Context Protocol (MCP) as an interface to the Patra Model Card server. Quantitative assessment shows the overhead of MCP as compared to a REST interface. The core question, however, is of active sessions enabled by MCP; this is a qualitative question of fit and use in the context of dynamic model cards that we address as well.

Subjects

• Distributed, Parallel, and Cluster Computing (cs.DC)
• Databases (cs.DB)

ACM classes

• C.4
• H.3
• I.2

Citation

arXiv: 2511.21661 (cs.DC)
DOI: https://doi.org/10.48550/arXiv.2511.21661

Submission history

• v1 – Wed, 26 Nov 2025 18:33:51 UTC (1,451 KB) – submitted by Beth Plale.