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Papers and Essays

Writing

Introduction

This is Stephen Lieberman's written work for Paramerge and 1023AI, the papers and essays published for researchers, organizational leaders, and general audiences. Some of this writing is formal research and white papers, written when an argument needs enough room to be developed fully and deserves the same level of evidence discipline seen throughout the website. Other pieces are essays, informal reports, and shorter written pieces for primarily non-technical readers. Explore the content, save work to your account, and get notified when new publications are released.

The pieces form one program, and the index below runs in the order it builds. What is Coulthart? is the documented hour of ordinary use that shows why any of this is needed. The foundations essay lays the philosophical floor underneath it, the theory of reality carried by every governance instrument, and the wicked-problem essay holds that theory against four documented deployments inside the systems that hold human lives. Steering Together names coordination as the decisive obstacle and lays out the instruments that would make it possible. The two research papers are its technical companions, one mapping the hidden differences in what partners mean by their shared words, the other pricing what a group would actually do with exit built into every input. What We Stand to Gain states the positive case those instruments serve. Society Is the Deployment closes at the scale of everyone, where there is no test copy of the world. Pieces still in review are named here and join the index when they publish.

Everything here is a maintained document. Each piece marks every preprint it cites, keeps its unresolved objections in the open, and is published here in full, appendices included.

The collection

Papers and essays

EssayMay 2026Save

What is Coulthart?

Twelve Cascading Failures in One Hour of Ordinary Use

An essay that begins with a single fabricated name and follows what happened next. In one hour of ordinary use, three frontier AI systems produced twelve failures that fed one another, each small on its own and consequential in sequence. The essay reads the hour as a complex-systems problem rather than a set of isolated mistakes, and asks what that reading demands of anyone who builds on these systems or governs them. The full essay is published on the page, and a downloadable PDF edition is available there as well.

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EssayDecember 2025Save

The Ontological and Epistemic Foundations of Complexity Governance

Why Governing AI Requires a Different Theory of Reality, Not a Better Checklist

Every governance instrument carries a theory of reality, usually unexamined. The essay names the dominant orientation Incremental Positivism, shows why component-by-component, hindsight-first review fails against complex systems and against AI in particular, and lays out Complex Realism, the critical-realist and complexity-science foundation the Paramerge program is built on, stated as a falsifiable working hypothesis rather than a settled truth.

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EssayMarch 2026Save

The Wicked Problem of AI in High-Stakes Organizations

Why the Systems That Hold Human Lives Cannot Be Governed One Component at a Time

Four documented algorithmic deployments, in unemployment fraud detection, Medicaid care allocation, child welfare screening, and criminal risk scoring, failed in four domains with one recurring shape. The essay reads that record as a wicked problem in Rittel and Webber's exact sense, shows why component-and-calendar review was late where it would have worked and blind where it could not, and lays out what answers it: the system as the unit of analysis, coordination across organizations, and specification discipline, with the maturity of each stated exactly.

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EssayAugust 2026Save

Steering Together

How Organizations, Professions, and Nations Can Coordinate on AI

The decisive obstacle to steering AI is coordination: the capacity of organizations, professions, and nations to reach agreements that are actually shared, durable, and carried out. The essay names the structural reasons such agreements fail, hidden differences in what partners mean by their shared words, unpriced exit, and scale, then lays out a four-component program of AI instruments for mapping disagreement before it strikes, rehearsing frameworks in silico, pricing exit as an input, and keeping every decision human, with the maturity of each part stated exactly.

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White PaperAugust 2026Save

Pricing Consensus

A Thought Experiment in Exit-Aware Collective Decisions Using Option Chains

A thought experiment in exit-aware collective decisions. Each candidate policy is treated as an underlying, each setting of its main parameter as a strike, and each participant's declared willingness to contribute at each strike as a bid, so the aggregate is a priced option chain with exit built into every input. The paper specifies the objects, aggregation, decision rule, stability test, and validation plan, states plainly what the method is not, and records two rounds of adversarial review with every objection's disposition.

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EssayAugust 2026Save

Society Is the Deployment

Why There Is No Test Environment for AI at the Scale of Everyone

A society is a complex adaptive system, nested, looped, amplifying, far from equilibrium, and there is no test copy of it. The closing essay of the set reads the largest study of true and false news, the cash-transfer pilots, and the record of the companion essays as one finding about intervening in systems like this, prices both errors honestly, and shrinks the ask deliberately: that the steering already happening by default become steering on purpose, coordinated, rehearsed, participatory, and corrected by the world it acts on.

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These are working documents of the Real-World AI Governance Center, and the questions they leave open are part of the record. Conversations about any of them are welcome.

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