FIN: Four Interdependent Nodes. A Primer on a Model-Agnostic Governance Architecture for AI

FIN (Four Interdependent Nodes) is a model-agnostic governance layer that sits over any AI engine. It does not produce the answer; it evaluates whether an answer has earned the right to bind into consequence, and where it has not, it builds a corrected candidate. This primer presents the architecture in condensed form: four nodes and twelve subnodes with their predictable drift modes, the rotation of four archetypal failure patterns across them, the synthesis principle by which each node registers the framework's own effect on what it governs, and the operating cycle. It also states the framework's theoretical origins, which are clinical rather than technical. FIN began from a question about how a response is formed, why it repeats, why it closes, and why it sometimes cannot be corrected: a line running from Freud through Lacan, extended with Dennett and Dawkins, and carried into an operational model of governable agency. The document states what the framework does not claim before what it does, including its inability to detect what it cannot represent. It is an entry point to the full architecture rather than its complete specification.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-06
DOI
https://doi.org/10.5281/zenodo.22261890
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

FIN: Four Interdependent Nodes. A Primer on a Model-Agnostic Governance Architecture for AI

Ivan Sousa
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

FIN: Four Interdependent Nodes. A Primer on a Model-Agnostic Governance Architecture for AI

Ivan Sousa
preprint en

Abstract

FIN (Four Interdependent Nodes) is a model-agnostic governance layer that sits over any AI engine. It does not produce the answer; it evaluates whether an answer has earned the right to bind into consequence, and where it has not, it builds a corrected candidate. This primer presents the architecture in condensed form: four nodes and twelve subnodes with their predictable drift modes, the rotation of four archetypal failure patterns across them, the synthesis principle by which each node registers the framework's own effect on what it governs, and the operating cycle. It also states the framework's theoretical origins, which are clinical rather than technical. FIN began from a question about how a response is formed, why it repeats, why it closes, and why it sometimes cannot be corrected: a line running from Freud through Lacan, extended with Dennett and Dawkins, and carried into an operational model of governable agency. The document states what the framework does not claim before what it does, including its inability to detect what it cannot represent. It is an entry point to the full architecture rather than its complete specification.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.