NHI Management Group

The NHI Management Group is an organization focused on advancing responsible AI governance frameworks and best practices across enterprise environments. Their work addresses critical compliance challenges including risk assessment, transparency, and stakeholder accountability in AI systems. Understanding NHI's contributions matters for enterprises developing robust policies that align AI deployment with regulatory requirements and ethical standards.

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ResearchGlobal2026-08-23

Red-Team Results Don't Transfer Across Agent Harnesses, NHIMG Finds

Research published by the NHI Management Group finds that autonomous agent evaluation outcomes depend materially on the harness, middleware, and gateway surrounding the model, not just the model itself. The analysis recommends standardizing approved harnesses, restricting tool exposure to task-scoped permissions, and treating the model plus its full harness stack as a single governed deployment unit. Organizations that have red-teamed models in isolation may hold test results that do not reflect production risk.

red teaming agentic AI agent harness tool scoping pre-deployment testing NHI Management Group evaluation governance