The Governed Intelligence essays

Guided Emergence

Coordination without a venue. When agents transact across firms, the rulebook, the operator, and the halt are written into the contracts, and the counterparties' own gates do the admitting.

The Oracle Problem Has Been Answered Three Times

Civilisations learned to act on answers they could not inspect. Each time the fix went around the decision and left the oracle alone.

The Emergence Layer

Why AI needs ecosystem design. The most consequential dynamics now arise between autonomous systems, above any one firm's controls.

Human-in-the-Loop Doesn't Survive Volume

The control everyone names and production quietly stops running. Human judgment belongs where the consequence is, with the rest governed by evidence.

Model Risk When the Model Acts

The revised US model-risk guidance of April 2026 excludes generative and agentic AI from its scope. What replaces it is an admissibility check on each decision.

AI Joins the Family

An organization absorbs AI into its existing habits, and the habits decide what AI becomes there.

Spec Is a View

For AI that acts under supervision, the specification is a view. The source of institutional reliance is the governed claim graph beneath it.

Also the page on witoldreichhart.com · on Medium

Admissibility

For a defined class of regulated AI work the binding constraint is no longer the model. It is whether the institution may rely on what the model produced.

Also the page on witoldreichhart.com · on Medium

Epistemic Immunity: Why Knowledge Graphs Need a Defense Architecture

Knowledge graphs are living systems, and a living system needs an immune function.

Build the Medium

How organizations become intelligent in the age of AI: by building the medium their knowledge lives in.