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[FEATURE] Remote Agent #4002

@ylwu-amzn

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@ylwu-amzn

We propose adding a remote-agent capability to the ML Commons plugin, similar to the existing remote-model support. This will allow us to hook into powerful external agent frameworks.

Open‑source agent frameworks like LangChain, Strands (AWS) are advancing quickly. They bring built-in orchestration, memory management, multi-agent workflows, comprehensive tool integrations, and production-grade observability.

Our implementation approach mirrors the successful remote-model connector pattern. We plan to develop a unified interface that standardizes agent interactions, implements robust security measures, and provides a consistent data layer for agent operations. This architecture will allow users to run both local and remote agents interchangeably, providing flexibility while maintaining consistent security and operational standards.

This enhancement positions us to take advantage of current and future developments in agent technologies while ensuring a seamless experience for our users

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