NIST AI 800-4 Has Summoned Us

By Andi Mazingo, Esq.

NIST AI 800-4 (March 2026) spelled out what’s broken in post-deployment AI monitoring—and it could nearly serve as a mission statement for the Institutional Coherence Initiative. Over the past few months, ICI identified the same problems and has been developing proposed solutions to each gap NIST lists. (Check out our chart. Yes, we like charts.)

One question from the report captures the real bottleneck: how do we build lasting infrastructure for continuous evaluation outside our own organizations (not just one-off audits)? NIST notes what many of us experience in practice: organizational incentives can discourage effective answers, and deprioritize ecosystem-wide transparency. Exactly. That’s the thing we’ve been yelling from rooftops.

What stands out to me is ICI’s posture. It is explicitly not surveillance, not a productivity enhancer, and not reputational compliance software. It is public-interest governance architecture meant to make authority, accountability, contestability, and documentation structurally visible—before institutions slide into unreviewable automation.

We believe a coherence checker + publishable governance signals can become the connective tissue between parallel public-interest efforts: incident infrastructure (Partnership on AI’s AI Incident Database / RAIC Labs), benchmarking infrastructure (MLCommons), and standards infrastructure (IEEE).

Let’s stop banging our heads against the wall and start collaborating and building. Shall we?

#InitiateHumanCoherence