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White Paper 7: Systems & Methods for Safe Alignment of SI
ABSTRACT
Systems and Methods for Safe Alignment of Superintelligence
Artificial General Intelligence (AGI) and SuperIntelligence (SI) will exceed human abilities in almost every cognitive activity. To ensure human safety and survival, we must design SI to align, and stay aligned, with human values. This white paper presents many principles and methods for designing and aligning safe AGI. Methods include novel ways to combine values democratically from many intelligent entities, to improve ethical decision making, to dynamically comply with regulations, to protect minority values, to resolve values conflicts, to vote on ethical decisions, to handle delegation of voting authority, and to use simulations, game theory, and constitutional AI, all in the service of making advanced AI systems safe for humanity.
Specific use cases and implementations are discussed. Scalable safety features are integral to the operation of the system we present. Finally, in the event AGI or SI goes awry, the systems are designed to maximize the chances that dangerous components can be shut off safely.
SUMMARY
Systems and Methods for Safe Alignment of SuperIntelligence
White Paper #7 lays out a new approach to the safe development and deployment of very advanced AGI and SuperIntelligence (SI) systems. The central premise is that true safety and alignment of any advanced AI system can only be achieved by incorporating human values and ethics into the design itself. The white paper focuses on three key areas: 1) A new design for AI/AGI/SI systems based on a network of individually customized agents that are interconnected and that share and learn from each other; 2) A set of principles and methods for ensuring that each agent's design reflects and prioritizes human values and ethics; and 3) A detailed approach for ensuring that the overall system is aligned with human goals and preferences and that it can be safely managed and controlled.
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Novel features of the White Paper:
This white paper application is distinct from other AI designs and systems for several reasons:
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It emphasizes a network of agents instead of monolithic AI systems. This approach allows for greater flexibility, adaptability, and control over the overall system. Each agent can be independently customized and aligned with specific human values and goals, making it easier to manage potential risks and to ensure that the overall system remains aligned with human preferences.
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It prioritizes human values and ethics as the central design principle. The white paper advocates for developing AI/AGI/SI systems that are fundamentally aligned with human values and ethics from the beginning. This approach contrasts with many other AI systems designed to learn human values and ethics after they are built, which can lead to significant risks and challenges.
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It proposes a comprehensive framework for safe alignment, control, and governance of AI/AGI/SI systems. The white paper addresses the technical aspects of AI/AGI/SI system design and the critical issues of human-AI interaction, transparency, accountability, and conflict resolution. It offers a more holistic and practical approach to developing and deploying very advanced AI systems.
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Detailed Description of Each Section of the White Paper
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Introduction. This section provides a general overview of the growing interest in developing AGI and SI systems and highlights the need for a new approach to safe and aligned AI. It also discusses the inherent limitations of existing AI systems and the challenges in achieving true alignment with human values and ethics.
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Background. This section comprehensively reviews the existing research on AI, AGI, and SI. It discusses the various approaches to AI design, including the use of monolithic AI systems and the different methods for aligning AI with human values and ethics. The section also discusses the ethical and societal implications of AGI and SI systems, particularly the potential risks and challenges of uncontrolled or misaligned AI.
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Description of the Approach. This section presents the key features of the proposed approach, including the design of AI/AGI/SI systems as a network of individually customized agents. It discusses the importance of incorporating human values and ethics into the design of each agent and outlines the key design principles for achieving safe and aligned AI. The section also discusses the different methods for training and aligning agents, including human-in-the-loop feedback mechanisms, and the various techniques for ensuring that the overall system remains aligned with human goals and preferences.
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Principles and Methods. This section presents a set of design principles and methods for achieving safe and aligned AI systems. It emphasizes the importance of human-centered design, transparency, and accountability. The section also discusses the various techniques for aligning agents with human values and ethics, including reward functions, constraints, and human feedback mechanisms.
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Implementation methods. This section outlines the specific techniques for implementing the proposed design. It discusses the different methods for creating and training agents, including supervised learning, reinforcement learning, and transfer learning. The section also discusses the techniques for managing and controlling the overall system, including the use of human-in-the-loop feedback mechanisms and the different methods for detecting and mitigating risks.
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Application. This section discusses the potential applications of the proposed approach. It highlights the potential benefits of safe and aligned AI/AGI/SI systems for addressing a wide range of societal and global challenges, including developing new technologies, advancing scientific knowledge, and improving human well-being.
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Conclusion. This section summarizes the key points of the design and emphasizes the importance of a new approach to safe and aligned AI/AGI/SI systems. It concludes by highlighting the potential benefits of the proposed design for addressing a wide range of societal and global challenges, including the development of new technologies, the advancement of scientific knowledge, and the improvement of human well-being.
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Diagrams
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Importance of the White Paper
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It presents a new and compelling approach to developing and deploying very advanced AI systems safely.
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It addresses the fundamental challenges of aligning AI with human values and ethics and proposes a practical framework for achieving true safety and alignment.
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The inventions and designs described have the potential to revolutionize the field of AI and pave the way for the development of safe and beneficial AGI and SI systems that can help address some of the most pressing societal and global challenges.
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