Skip to content
Preprint

Implementing Computational Law in Wolfram Language for the Governance of Artificial Intelligence

Aug 2026 · 0 citations · 38 references
Computer Science

TL;DR

It is argued that computational law can be used as a governance tool and that a desirable goal would be to formalize the law that can and ought to be programmatically executable.

Abstract

How do we govern AI systems whose reasoning we cannot fully inspect? Governance does not require understanding a system's reasoning. It requires stating what the system is obliged, permitted, and forbidden to do, and checking whether it complied. I present an implementation of Reified Input/Output Logic, the formalism behind the DAPRECO knowledge base, in Wolfram Language: the core I/O axioms, obligations, permissions, constitutive norms, reified eventualities, and temporal operators. I then test whether GPT-4 can translate English legal statements into the formalism, and report the failures: hallucinated functions, omitted temporal scope, deviation from the formalism, and (in the worst cases) code that runs, reads plausibly, but silently encodes the wrong norm. A case study, an AI guard dog operating under a computational contract, shows how formalized rules can extend from a contract directly into the operational code of an embodied agent, producing symbolic, auditable justifications for its behaviour. I argue that computational law can be used as a governance tool and that a desirable goal would be to formalize the law that can and ought to be programmatically executable.

View source

Similar papers

Open access 2026

KafkaGPT: On algorithmic bureaucracy and keeping law’s promise

While artificial intelligence (AI) offers promise as a tool for efficiency and access to justice, in public administration it also threatens to reproduce the perversity in Franz Kafka’s parable “Before the Law”: systems that mimic legality while rendering the law opaque and unreachable. I develop the concept of “Digi...

J. Allen · 0 citations
Review Open access Aug 2026

Computational Jurisprudence: Verifiable Law for Machine Societies

An integrative review of the four literatures the discipline of computational jurisprudence must synthesize, namely, object-capability security; verifiable, proof-carrying, and zero-knowledge computation; policy-as-code and computational law; and agentic AI with its emerging payment protocols.

Vladimir Stantchev · 1 citation
Open access Sep 2026

The Phantom Agent: Artificial Intentionality and Legal Responsibility

Artificial intelligence systems increasingly generate conduct that appears intentional. They negotiate, advise, adapt to obstacles, and shape human decision-making. Yet they are not legal persons and lack minds in any conventional sense. We argue that the apparent impasse dissolves once legal intent is understood funct...

D. Gervais, John J. Nay · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.