AI G&M Mechanism Encyclopedia
Understanding the recurring mechanisms that shape AI governance, markets, and organizations.
Browse
Level 1 - Foundations
Level 2 - Core Mechanisms (coming soon)
Examples include:
Verification Requirement
Admission Layer
Governance Capacity
Organizational Layering
Re-Manualization
Operational Object Drift
Level 3 - Specialized Mechanisms (coming soon)
Examples include:
Detection–Recovery Decoupling
Signal Explicitness as Containment Variable
Discovery-to-Exploitation Gap
Governance at the Execution Boundary
Human Judgment as Residual Governance Layer
Core
The AI Governance & Markets Mechanism Encyclopedia is a long-term reference work that documents the structural mechanisms through which artificial intelligence changes governance, organizations, markets, and deployment conditions.
It is not a glossary of AI terminology.
It is an encyclopedia of reconstructable mechanisms.
Every entry explains one mechanism that can be observed, reconstructed, and applied across multiple real-world contexts.
The encyclopedia follows three core principles:
Mechanism before terminology.
Reality before framework.
Reconstruction before interpretation.
Mechanisms are not derived from opinions, trends, or isolated publications. They are reconstructed from observable reality and supported by identifiable Reality Anchors.
The purpose of the encyclopedia is to provide a stable conceptual infrastructure for understanding how AI reshapes operational, organizational, and institutional conditions.
Structure
The encyclopedia is organized into three levels.
Level 1 – Foundations
Foundational mechanisms that form the analytical basis of AI G&M.
These mechanisms describe the basic building blocks required to reconstruct structural change.
Level 2 – Core Mechanisms
Stable mechanisms that repeatedly appear across governance, deployment, organizational adaptation, and market transformation.
Level 3 – Specialized Mechanisms
More specialized mechanisms that describe particular operational dynamics or emerging structural developments.
Mechanism Status
Each mechanism is assigned one of four maturity levels.
Fundamental
A foundational mechanism on which the analytical system itself is built.
Established
A stable mechanism repeatedly supported by multiple independent Reality Anchors.
Developing
A mechanism that already shows recurring empirical support but continues to evolve.
Candidate
A promising mechanism that requires additional Reality Anchors before becoming part of the stable framework.
How to read a mechanism
Every encyclopedia page follows the same structure:
German working term
English term
Short definition
What real-world problem does this mechanism describe?
Mechanism
Why is it important?
Reality Anchors
Limits of the mechanism
Related mechanisms
AI G&M connection
Common misunderstandings
Level
Status
Each page explains exactly one mechanism.
If two different mechanisms emerge, they are documented on separate pages and linked to each other.
Scope
The encyclopedia explains mechanisms.
It does not document:
companies,
laws,
papers,
institutions,
technologies,
products,
or historical events.
These may appear as Reality Anchors where they help explain a mechanism, but they are never the subject of the encyclopedia itself.
Method
Every mechanism follows the same reconstruction logic:
Reality Anchor → Operational Tension → Structural Mechanism → Decision Surface
This sequence reflects the analytical workflow of AI Governance & Markets.
The encyclopedia documents the resulting mechanisms—not the research process that produced them.
Purpose
The AI G&M Mechanism Encyclopedia serves four complementary purposes.
It is:
the permanent reference architecture for AI Governance & Markets,
an internal reconstruction framework for analytical work,
a public knowledge base for practitioners, researchers, and decision-makers,
and a durable conceptual reference for future AI-related search and retrieval systems.
Its objective is not to explain everything about AI.
Its objective is to explain the structural mechanisms that repeatedly shape AI governance, markets, organizations, and deployment under real-world conditions.