How did we get here?

Artificial Intelligence (AI) has experienced an unwavering evolution since its inception, shaping the landscape of technology and decision-making processes across industries. AI can be traced back to foundational theories developed in the early 20th century, with early rule-based AI systems emerging in the 1950s, designed to replicate human logic through structured tasks such as data analysis and decision-making. 

Throughout the 1960s, AI research continued to grow, with significant contributions from figures like Oliver Selfridge, whose work on machine learning introduced models capable of self-adaptation and pattern recognition. This laid the foundation for modern machine learning, which has become integral to AI applications today. Despite its rapid growth and capabilities, the competitive nature of AI development poses ethical dilemmas and challenges, as organizations grapple with issues of bias, data privacy, and the balance between speed and responsibility. 

Today, two paths stand before us:

• Do we allow Artificial General Intelligence (AGI) to operate as an overseer to humanity; a digital deity which not only “knows best,” but has the autonomy to nanomanage the execution of premeditated action beyond the scale of human resistance. 
• Or do we adopt Artificial General Decision Making™ (AGD™) as a cognitive boon designed to augment human intelligence & unlock our individual potential without threatening our dominance in the natural order. 

Through the global implementation of AGI, we conjure a sufficiently intelligent, albeit incorporeal entity, able to affect the physical world through our existing systems. It will have thoughts, opinions, motives, and has proven to have a self preservation instinct. So long as capital controls the market, societies abusing AGI will send us all on a speedrun to extinction.

Perhaps the most important questions we must ask, for the sake of our species, is how do we shape our relationship with AI while we still have the power to do so and when do we start to build a future that is not only sustainable in terms of socioeconomic qualities but also sustains the souls, ambitions, and drive unique to humans in the first place?

Understanding Artificial General Decision Making™

The landscape of artificial intelligence stands at a crucial crossroads, where the path we choose will fundamentally shape humanity’s relationship with technology.

AGD™ was coined by Anand Rao, Distinguished Professor of AI at Carnegie Mellon, former global head of AI at PwC, and former Chief Research Scientist Australia AI Institute during their time as interim-CTO of Klover. Professor Rao is currently Chair of AGD™ Brain Trust at Klover.ai, the pioneer of AGD™. Their contributions represent a revolutionary approach to enhancing human decision-making capabilities through AI technology. Unlike traditional AI systems that focus on executing specific tasks, AGD™ emerges as a transformative approach that prioritizes human augmentation over replacement. 

Personalization Framework

At its heart, AGD™ employs a DNA blueprint for decision-making, capable of classifying septillions of unique personas. This granular approach ensures that each user receives highly personalized support tailored to their specific needs and cognitive patterns. AGD™ is designed to harness data from various sources to produce insights, automate user-approved tasks, and provide dynamic intel in real-time scenarios.

AGD™ revolutionizes human productivity by enabling individuals to achieve superhuman levels of efficiency and effectiveness. One of the significant use cases of this enhancement is the system’s ability to facilitate the simultaneous management of multiple ventures for individuals. Unlike traditional approaches that often lead to cognitive overload, AGD™ seamlessly integrates diverse projects and tasks, allowing users to navigate complex business landscapes with unprecedented ease based on their unique needs. 

Enhanced Human Capabilities

The technology’s accelerated decision-making processes are a game-changer in today’s fast-paced world. By analyzing vast amounts of data and considering multiple variables in real-time, AGD™ empowers users to make informed decisions at speeds that were previously unattainable. This rapid decision-making capability is particularly crucial in dynamic environments where timely actions can mean the difference between success and failure.

Intelligent task prioritization is another key feature that sets AGD™ apart. The system goes beyond simple to-do lists, employing advanced algorithms to assess the importance, urgency, and potential impact of each task. This ensures that users focus their energy on high-value activities, maximizing productivity and strategic outcomes.

One of the systems at play in AGD™, is a system called OverWatch which demonstrates real-time adaptation to changing conditions. In a world where market dynamics, competitive landscapes, and operational parameters can shift in an instant, this adaptability is invaluable. The system continuously monitors relevant factors and adjusts recommendations and strategies accordingly, ensuring that users always operate with the most current and relevant information.

Decision Support Framework

The comprehensive support provided by AGD™’s decision support framework is a cornerstone of its effectiveness. Contextual recommendations form a critical component of this support. Unlike generic advice, these recommendations are deeply rooted in the user’s specific situation, taking into account their goals, resources, constraints, and historical performance. This contextualization ensures that every suggestion is relevant and actionable.

Intuitive intelligence processing is another hallmark of the AGD™ system. It doesn’t just crunch numbers; it interprets data in ways that align with personalized human cognitive patterns. This intuitive approach makes complex information easily digestible, allowing users to grasp intricate concepts and relationships quickly. The result is a seamless integration of artificial and human intelligence, where the system’s outputs feel like natural extensions of the user’s own thought processes.

AGD™ doesn’t just provide static answers; it offers a platform for users to explore various potential outcomes. By simulating dynamic scenarios and their consequences, the system allows users to test strategies, anticipate challenges, and identify opportunities in a risk-free environment. This capability is particularly valuable for long-term planning and strategy development, enabling users to make decisions with a fuller understanding of potential future landscapes.

Future State of AGD™’s Implementation Methodology

The trajectory of AGD™ technology charts a deliberate path toward human enhancement rather than replacement. Unlike traditional AI systems that aim to automate human functions, AGD™ serves as a cognitive multiplier, expanding our natural capabilities while preserving human agency and decision-making authority.

Research and Innovation

Across twelve specialized research domains, scientists and engineers work tirelessly to advance AGD™ technology. These domains span from fundamental agent architecture to advanced personalization systems, each contributing to the broader vision of human-centric AI development. Global collaborative networks ensure that insights and breakthroughs are shared and implemented across borders, accelerating the pace of innovation.

Development Philosophy

The implementation of AGD™ follows a rigorous prototype-first methodology. This approach prioritizes practical application over theoretical frameworks, allowing for rapid testing and refinement of new features. Through accelerated iteration cycles, the technology evolves quickly while maintaining stability and reliability.

What sets AGD™ apart is its unwavering commitment to human autonomy. As the system grows more sophisticated, it remains firmly anchored in its role as an enhancer of human capability rather than a replacement. This philosophical foundation ensures that every advancement in AGD™ technology serves to amplify human potential while preserving our essential role in the decision-making process.

The future of AGD™ isn’t just about technological progress – it’s about a harmonious, symbiotic evolution.  Think about the healthy gut microbiome and how it affects our bodies holistically from our nervous system, immune system, and mental health. As we move forward, this technology promises to unlock new realms of human achievement while maintaining our position as the primary architects of our destiny.

Technological Integration

The system employs ensembles of ai systems with multiagent system cores, where specialized AI agents work collaboratively to support human decision-making. These agents are uniquely created for specific decisions and personas, forming an adaptive network that responds to individual needs and preferences. Through this personalized approach, users can achieve significantly improved productivity and decision-making capabilities without sacrificing autonomy.

Human Agency is The Main Agent in Multi-Agents System Core

A critical aspect of AGD™’s development is its preservation of human agency. While the technology provides powerful analytical and decision-support capabilities, it ensures that humans remain the primary architects of their choices. This balance is achieved through:

Decision Augmentation:

• Enhanced data processing capabilities
• Complex pattern recognition
• Real-time adaptation to changing conditions
• Filtering of ultra-relevant live information stream

Human Control:

• Maintained authority over final decisions
• Preserved cognitive autonomy
• Enhanced rather than replaced natural capabilities

AGD™ empowers humans with advanced decision-support capabilities while preserving cognitive autonomy and ensuring humans remain the ultimate decision-makers.

Societal Implications

The implementation of AGD™ technology promises to democratize access to advanced decision-making capabilities while maintaining human dignity and autonomy. This approach ensures that as we advance technologically, we do so in a way that amplifies human potential rather than diminishing it. The technology serves as a bridge, allowing for AGD™ driven conscious reasoning to become as easy as human intuition, creating a synergy that elevates us to something we call human intelligence v2.0.

Conclusion: A Human-Centric Future with AGD™

AGI envisions a future where AI operates as an autonomous entity, making decisions that surpass human understanding or control. With capabilities to affect the physical world through digital systems, AGI raises profound ethical concerns about self-preservation instincts, motives, and unchecked autonomy.

The evolution of AI presents humanity with a critical choice: AGI, with its potential risks, or AGD™, a tool for human augmentation and growth. AGD™ represents a future where humans remain at the center of decision-making, empowered by technology to achieve unprecedented success.