Gold-Standard AGI: Outer AGI Superalignment

The way in which AI (and, in particular, agentic superintelligent AGI) develops over the coming decades will determine the fate of all humanity for all eternity. In order to maximise the net benefit of AGI for all humanity, without favouring any subset thereof, we imagine a Gold-Standard AGI that is maximally-aligned and maximally-validated. The first of these properties --- alignment --- is traditionally decomposed into outer alignment (how do we define a final goal FG_G that correctly states what we want?), and inner alignment (how do we build an agent G that forever pursues FG_G as intended?) This paper presents a complete, foundational, and self-contained theory of AGI, culminating in an implementation-neutral solution to the outer AGI alignment problem in the case that G is superintelligent (hence "superalignment"). Given the AGI alignment problem's profound relevance to AGI governance, we adopt a pedagogic style throughout, in order that the paper might be accessible to less technical readers such as AGI policymakers. We envisage that the definitions of practical-maximal-alignment and practical-maximal-validation presented in this paper could form the basis of an international standard for Gold-Standard AGI certification, and that this international standard could form the basis for the formal certification of AGI by competent certification authorities, such that only formally-certified Gold-Standard AGI systems could then be lawfully deployed within the jurisdiction of each certification authority.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-12
DOI
https://doi.org/10.5281/zenodo.20139024
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Gold-Standard AGI: Outer AGI Superalignment

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

Gold-Standard AGI: Outer AGI Superalignment

Aaron Turner
preprint en

Abstract

The way in which AI (and, in particular, agentic superintelligent AGI) develops over the coming decades will determine the fate of all humanity for all eternity. In order to maximise the net benefit of AGI for all humanity, without favouring any subset thereof, we imagine a Gold-Standard AGI that is maximally-aligned and maximally-validated. The first of these properties --- alignment --- is traditionally decomposed into outer alignment (how do we define a final goal FG_G that correctly states what we want?), and inner alignment (how do we build an agent G that forever pursues FG_G as intended?) This paper presents a complete, foundational, and self-contained theory of AGI, culminating in an implementation-neutral solution to the outer AGI alignment problem in the case that G is superintelligent (hence "superalignment"). Given the AGI alignment problem's profound relevance to AGI governance, we adopt a pedagogic style throughout, in order that the paper might be accessible to less technical readers such as AGI policymakers. We envisage that the definitions of practical-maximal-alignment and practical-maximal-validation presented in this paper could form the basis of an international standard for Gold-Standard AGI certification, and that this international standard could form the basis for the formal certification of AGI by competent certification authorities, such that only formally-certified Gold-Standard AGI systems could then be lawfully deployed within the jurisdiction of each certification authority.

Zenodo (CERN European Organization for Nuclear Research)
Laboratori Guglielmo Marconi (Italy) (IT)
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.

Gold-Standard AGI: Outer AGI Superalignment — Aaron Turner · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS