# Interoperability with Hardware-based Solutions for AI Safety and Security

**URL:** <https://forum.langchain.com/t/interoperability-with-hardware-based-solutions-for-ai-safety-and-security/4635>\
**Category:** Talking Shop\
**Created:** [September 29, 2026, 11:54pm UTC](https://forum.langchain.com/t/interoperability-with-hardware-based-solutions-for-ai-safety-and-security/4635 "2026-09-29T23:54:24Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![AdamSobieski](https://yyz1.discourse-cdn.com/flex007/user_avatar/forum.langchain.com/adamsobieski/32/3114_2.png) [@AdamSobieski](https://forum.langchain.com/u/AdamSobieski)\
**Post date:** [September 29, 2026, 11:54pm UTC](https://forum.langchain.com/t/interoperability-with-hardware-based-solutions-for-ai-safety-and-security/4635/1 "2026-09-29T23:54:24Z")

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LangChain Community,

Hello. I am recently reading about new and emerging hardware-based solutions for AI safety and security [1].

With respect to LangGraph agentic workflows, while sandboxed AI agents might be granted sets of permissions [2], altogether, only some of these might be needed at individual workflow nodes.

Brainstorming, security middleware could be a way to go to encapsulate hardware-interoperability features. Node and/or state metadata might also be useful for describing concrete permissions which can be known a priori or, perhaps, to provide functions which return concrete permission object instances as a result of processing configuration-, context-, and/or state-related data.

How do you see developer convenience with respect to using new and emerging hardware-based solutions for AI safety and security?

[1] [NVIDIA Open Agent Safety Platform](https://www.nvidia.com/en-us/solutions/ai/agent-safety/)  
[2] [Sandbox Policies | NVIDIA OpenShell](https://docs.nvidia.com/openshell/latest/how-it-works/policies/overview)