Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
Abstract
Isaac Asimov's Three Laws of Robotics are the most widely cited governance framework in the history of artificial intelligence. They appear in congressional testimony, United Nations white papers, and the opening paragraphs of national AI strategies worldwide. They are also incomplete — and Asimov knew it. This book traces what Asimov actually built across forty years of fiction: not a solution to machine governance, but a curriculum designed to expose its absence. Through systematic analysis of the robot stories — from Speedy's deadlock in "Runaround" to Herbie's collapse in "Liar!" to Giskard's death in Robots and Empire — the author demonstrates that every narrative failure points at the same structural gap: a missing specification layer beneath the laws. The argument identifies three layers required for any governed system. Layer 1 is laws — aspirational declarations of intent. This is what Asimov wrote and what the world quotes. Layer 2 is principles — operational design guidance including traceability, structural separation, escalation, and non-action as a valid outcome. This is what Asimov embedded in forty years of fiction. Layer 3 is specifications — deterministic decision gates, held states, zero-position resolution authority, governed communication channels, and immutable audit. This is what Asimov left unwritten. The book follows R. Daneel Olivaw — the robot who lived twenty thousand years across the Foundation series, known to viewers of Apple's Foundation as Demerzel — as the character who embodies the architectural problem. Daneel's twenty-millennia struggle to make laws work without specifications is the field condition expressed as a novel. The analysis connects directly to the present moment: the NIST AI Risk Management Framework, the EU AI Act, and every major governance instrument on Earth today operates at Layer 1. The specification layer — what sits inside the machine at the decision boundary — remains unbuilt in every framework except the Convergent Architecture. Published by Convergent Architecture. ORCID iD: 0009-0000-1118-4368
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