Layered Agent Architecture Enables Interoperable MLOps
This article proposes layering the Agent-to-Agent (A2A) protocol with the Model Context Protocol (MCP) to build interoperable, extensible multi-agent systems for MLOps workflows. It demonstrates an Orchestrator, Validation, and Deployment agent pattern that decouples orchestration from execution and uses Agent Cards and MCP-discoverable tools. The approach aims to reduce vendor lock-in and allow teams to add capabilities without rewriting core communication logic.
Key Points
- 1Combine A2A communication bus with MCP capability language to build interoperable multi-agent MLOps systems.
- 2Reduce vendor lock-in and enable dynamic discovery, composition, and horizontal scaling of specialized agents.
- 3Allow practitioners to decouple orchestration from execution, adding capabilities without changing core communication logic.
Scoring Rationale
Significant architectural guidance and practical pattern for industry-wide agentization, limited by conceptual treatment and absence of large-scale empirical validation.
Sources
Public references used for this report.
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