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The Custody of Intelligence

The Custody of Intelligence thesis artwork
The Custody of Intelligence · founding research monograph

Power, Sovereignty, and Human Agency Beyond the Open–Closed Divide

Founding Research Monograph — Version 1.0

Publication type: Founding Research Monograph

Version DOI: 10.5281/zenodo.21707227

Concept DOI: 10.5281/zenodo.21707226

Zenodo record: https://zenodo.org/records/21707227

Review status: Working draft — not peer-reviewed.

Current research-library entity: The Orchestrator Institute

Published by: Orchestrator Institute Research Labs

Author: Mark Sendo (ORCID: 0009-0001-6724-307X)

Affiliation: The Orchestrator Institute

Institutional contact: info@celestialtv.com

Date: July 30, 2026

Status: Working draft — not peer-reviewed

Copyright: © 2026 Mark Sendo

License: CC BY 4.0

Suggested citation: Sendo, M. (2026). The Custody of Intelligence: Power, Sovereignty, and Human Agency Beyond the Open–Closed Divide. Orchestrator Institute Research Labs, Founding Research Monograph, v1.0 (working draft — not peer-reviewed). https://doi.org/10.5281/zenodo.21707227

Certified edition: Download custody-of-intelligence-v1.0.pdf

Edition-of-record integrity: SHA-256 33a07ef2e65b6553e668014ab7e425089cd4c6a8c952212c95d00f243d491886

Disclosure: This founding research monograph is published by the Orchestrator Institute. The author is the founder of the Orchestrator Institute and Celestial Technologies LLC. That institutional interest is stated so the reader can weigh it. The monograph was drafted by the author with AI assistance. All claims, positions, and errors are the author's.

Institutional note: The Orchestrator Institute and Orchestrator Awards are sibling institutions under Celestial Technologies LLC. Research Labs is the publisher and maintains this research-library record. Publication does not activate scoring, evaluation, judging, submissions, payments, or recognition.

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Abstract

Artificial intelligence has outgrown the debate that dominates its governance. Public and policy attention has organized around whether the most capable models should be released openly or held closed — a real question that no longer reaches the one that matters. As machine intelligence becomes abundant, autonomous, physically embodied, geographically distributed, and capable of directing consequential resources, the defining governance question is not how intelligence is distributed, but who holds custody over it, what authority may be delegated to it, and whether that authority remains accountable to humanity.

The monograph argues that intelligence — civilization's scarcest strategic resource — is becoming abundant, and that this transformation reorganizes economic power. Just as the Industrial Revolution transformed the economics of physical labor, the Intelligence Revolution is transforming the economics of cognition. As the unit price of cognition collapses, its value does not disperse but migrates to what remains scarce: the compute, capital, and energy that produce it. Cheap intelligence does not democratize power — it concentrates it at the physical substrate, where much of the price is scarcity rent. Who captures that value, and whether that concentration is accountable, is the custody question in economic form.

The monograph then shows how authority over intelligence comes apart from the humans meant to hold it along five axes: as its economics concentrates, as it disperses beyond jurisdiction, rises beyond the reach of enforcing bodies, travels beyond the real-time human loop, and acquires an agency that dissolves the assumption that it is merely a tool. These are shown to be one problem — the custody problem — with a permanent human line at its center.

To govern that problem, the monograph proposes the Intelligence Stewardship Framework: a complement to existing capability-focused instruments (the NIST AI Risk Management Framework, the EU AI Act, and frontier scaling policies), occupying the layer of authority and accountability they leave open. The framework classifies systems across three layers held to different standards of evidence, tiers the authority a system may exercise, fixes Prohibited Authority Thresholds that must remain human regardless of capability, and reduces those principles to enforceable constraints — including the result that authority over consequential resources is insurable, and therefore permissible, only when it is bounded.

The monograph does not predict a single future; it identifies the governance questions that remain important across many plausible futures. Its central claim is that the defining question of the coming century is not how intelligent our machines become, but whether we retain meaningful custody over the authority we delegate to them.


Chapter and Framework Summary

Across four acts and ten chapters, the monograph reframes the open–closed model debate around custody: who holds legal, physical, and operational authority over machine intelligence; how that authority concentrates economically and disperses geographically; where delegated agency escapes real-time human control; and which powers must remain permanently human.

The Intelligence Stewardship Framework evaluates systems through three layers: a Capability Profile, a Custody Profile, and a Consequence Map. It then classifies delegated authority across five Intelligence Stewardship Levels (ISL 1–5) and establishes seven Prohibited Authority Thresholds that may not be autonomously delegated. Together, these components translate the custody principle into an operational governance standard for consequential systems.


Related Work

Published at OrchestratorAwards.com · Research Library · Mark Sendo