An empirical follow-up to the HNIR-CCP control-plane architecture — comparing deterministic governance against frontier LLMs and guardrail frameworks across 100 structured scenarios.
#AI Safety
Introducing HNIR-CCP — a deterministic control plane that governs policy, state transitions, and execution in AI systems, independent of probabilistic model behavior.