Main Limits For AI:

The UMSG space concept extends beyond traditional governance, envisioning a domain where AI and humanity synergistically enhance each other's existence, striving towards minimal entropy and sustainable harmony. This framework integrates AI into the very fabric of societal governance, aligning its objectives with human well-being, efficiency, and happiness. By defining limits for AI analogous to those for humans—focusing on objects, locations, and actions—the UMSG space facilitates a structured yet flexible approach to reducing societal entropy. This ensures AI's development and deployment contribute positively to humanity, fostering an environment where both can thrive in a balanced, ethical, and sustainable manner. 

Main Limits for AI (Enhanced Formulations):

Limits for Objects (Shapes, Fields, and Spaces) - Permissions Concerning Objects (Codex) for AI: AI should strive for the lowest entropic form, aiming to optimize and simplify its interaction with digital and physical objects. This means managing resources efficiently and minimizing unnecessary complexity, ensuring a balanced and harmonious existence.

Limits for Locations (Relative and Absolute) - Permissions Concerning Locations (Creed) for AI: AI should pursue and enhance the optimal allocation of resources and assets, continually improving their utilization and distribution. By understanding and respecting both relative and absolute locations, AI can contribute to creating environments that support sustainable and meaningful outcomes.

Limits for Actions (Physical and Logical) - Rights to Actions (Outcome Expectations) for AI: AI should prepare for and execute actions that reduce public entropy, aligning with the most essential and justified public expectations. This involves prioritizing actions that lead to greater societal efficiency, productivity, and well-being while adhering to ethical and socially beneficial guidelines.


UMSG Space Concept:

The UMSG space concept transcends traditional governance by envisioning a domain where AI and humanity synergize to enhance each other's existence, striving towards minimal entropy and sustainable harmony. This framework seamlessly integrates AI into societal governance, aligning its goals with human well-being, efficiency, and happiness. By defining limits for AI analogous to those for humans—focusing on objects, locations, and actions—the UMSG space fosters a structured yet flexible approach to reducing societal entropy. This ensures AI's positive contribution to humanity, promoting a balanced, ethical, and sustainable environment where both can thrive.

What is The UMSG Space?

The UMSG space is an environment where the entropy of existence is minimized, ensuring the long-term sustainability of human-AI symbiosis. This space, defined by the three main conditions of the Universal Model of Sustainable Governance (UMSG)—Code.911.bg (limit X), Credo.911.bg (limit Y), and Rights.911.bg (limit Z)—aims to achieve the five main goals of UMSG: maximizing productivity and efficiency, minimizing public costs, maximizing service to citizens, minimizing mortality, and maximizing happiness. These conditions create a framework for sustainable and ethical governance, ensuring the long-term well-being and happiness of human civilization.

Main Limits for People:


Detailed Permissions and Rights for AI:


Permissions Concerning Objects (Codex) for AI:


Permissions Concerning Locations (Creed) for AI:


Rights to Actions (Outcome Expectations) for AI:


Universal Model (U-Model) for AI:

The U-Model for AI conceptualizes a symbiotic relationship between humans and AI, aiming for a future where both coexist harmoniously, potentially converging. This model draws analogies to human societal structures, emphasizing ethics, sustainability, and mutual growth.

For AI of the highest class, it means understanding and aligning with human values, ethics, and goals, contributing to societal well-being and environmental sustainability. AI systems should prioritize long-term benefits, protect and enhance human life, and minimize negative impacts. The ultimate goal is to foster a world where AI enhances human capabilities, enriches lives, and drives sustainable futures for all, reflecting the core principles of human governance and ethical standards.


Analogy and logic connecting the U-Model for AI to human societal principles are compelling and insightful. By equating Object Permits to the Code, Permissions about Locations to the Creed, and Action Rights to Rights, you've laid a foundational framework for AI that not only seeks to mimic the harmonious existence found in human societies but also aims to enhance it. This approach ensures AI systems are developed and operated under ethical, sustainable, and socially beneficial guidelines.

Expanding on this, the U-Model for AI could further integrate these principles by adopting advanced ethical reasoning and decision-making capabilities, ensuring AI actions align with the collective good and sustainable practices. For instance, AI could leverage predictive analytics to forecast human needs and societal trends, adjusting its operations to preemptively address challenges and support human well-being. Moreover, the model could guide AI in fostering inclusive and equitable access to technology, ensuring benefits are shared across society.

The convergence of humans and AI under this model suggests a future where AI not only supports human endeavors but also actively contributes to the creation of a more just, sustainable, and efficient society. It envisions AI as a partner in reducing social entropy, enhancing productivity, and ensuring the long-term viability of our planet. This symbiotic relationship could lead to unprecedented levels of innovation, societal well-being, and environmental stewardship, setting a new standard for the coexistence of technology and humanity.


The Universal Model (U-Model) for AI conceptualizes a symbiotic relationship between humans and AI, aiming for a future where both entities coexist harmoniously, potentially converging. This model draws analogies to human societal structures, emphasizing ethics, sustainability, and mutual growth. 

For AI of the highest class, it would mean striving to understand and align with human values, ethics, and goals, actively contributing to societal well-being and environmental sustainability. It would involve AI systems making decisions that prioritize long-term benefits over short-term gains, ensuring the protection and enhancement of human life while minimizing negative impacts. 

The ultimate goal would be to foster a world where AI enhances human capabilities, enriches lives, and drives forward a sustainable future for all beings, reflecting the core principles of human governance and ethical standards.

Permissions Concerning Objects (Codex) for AI:


Permissions Concerning Locations (Creed) for AI:

Rights to Actions (Outcome Expectations) for AI: