GEO Library

GEO Framework

Defines how representation, evidence, measurement and governance are separated.

99 Errors in GEO

Maps 99 recurring failures in generative representation and the checks used to detect them.

NOMOS GEO Audit Protocol

Turns the framework into a versioned, inspectable audit procedure.

NOMOS GEO-QA

Answers 69 canonical questions with sources, practical actions and explicit limits.

NOMOS GBO

Proposes a framework for agent identity, capability, eligibility, authority, rollback and human control.

99 Mistakes in GBO

99 fictional cases examine failures in agent identity, authority, tool use, delegation, stopping and governance. Each record includes detection signals, correct behaviour, a machine rule and an audit question.

CC BY 4.0

NOMOS GBO Audit Protocol

A complete protocol for proving how an AI agent behaved, which authority applied, what evidence supports the judgement and whether stopping and recovery worked.

NOMOS 13 — The Final Say Remains Human

A proposed constitution for keeping human identity, consent, authority, challenge, exit and institutional responsibility intact when AI agents act.