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June 10, 20260 citationsOpen Access

The Cage Paradox: A Thought Experiment on Stability, Drift and the Evolution of Intelligent Systems - A Non-Technical Introduction to Sentinel-Grade AI

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BFBehzad Farmand

Key Points

  • The aim is to explore the Cage Paradox and its implications for managing AI systems over time.
  • Introduces the Cage Paradox and the Sentinel Life Equation in a non-technical format.
  • Utilizes an 'AI garden' metaphor to explain evolving AI governance.
  • Contrasts three regimes for managing AI: Caged, Wild, and Sentinel.
  • Safety is defined as the governability of AI systems over their lifecycle, not just one-time evaluations.
  • Frames the concept of governed evolution as necessary for ensuring AI integrity during changes.
  • Clarifies that ethical baselines for AI governance are established by humans and institutions.

Abstract

This 28-page companion paper explains the Cage Paradox and the Sentinel Life Equation (SLE) without equations, using an “AI garden” metaphor to make long-horizon governance intuitive. As AI systems become long-lived, continuously updated, tool-integrated and deployed in changing environments, safety becomes less about one-time evaluation and more about whether the system remains governable as it changes. The paper contrasts three regimes for managing evolving AI: Caged (frozen internals under a changing world) Wild (unconstrained self-change) Sentinel (governed evolution – change is allowed only when it is measured, bounded, auditable and reversible) Readers who want formal definitions can continue to the technical papers: SLE (framework) and The Cage Paradox (regime map), followed by Continuity Without Cages (technical safety case + evidence posture). Series links (Project Orion): The Sentinel Life Equation (SLE): A Proposed Dynamical Framework for AI Continuity and Alignment – DOI: 10.5281/zenodo.20596990 The Cage Paradox: A Thought Experiment on Stability, Drift and the Evolution of Intelligent Systems – DOI: 10.5281/zenodo.20596953 The Cage Paradox: A Thought Experiment on Stability, Drift and the Evolution of Intelligent Systems – A Non-Technical Introduction to Sentinel-Grade AI – DOI: 10.5281/zenodo.20597068 Sentinel-Grade AI: Continuity Without Cages – DOI: 10.5281/zenodo.18750012 Sentinel-Grade AI: Continuity Without Cages – Non-Technical Companion – DOI: 10.5281/zenodo.18750318 AI-to-AI Diplomacy: Why LLM-Only Negotiation Fails Under Zero Trust and How SLE-Governed Systems Enable Proof-Carrying Compacts – DOI: 10.5281/zenodo.18881155 AI-to-AI Diplomacy: Proof-Carrying Compacts for Zero-Trust AI-to-AI Interoperability – Non-Technical Companion – DOI: 10.5281/zenodo.18881281 Project Hub Tier-1 controlled-access verification) is detailed in Continuity Without Cages. Audience line: General readers, decision-makers, regulators/auditors, mission assurance stakeholders and cross-disciplinary researchers.

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Behzad Farmand (2025) studied this question.

synapsesocial.com/papers/6a2900d96f82f25be989d5dbhttps://doi.org/10.5281/zenodo.20597068
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