Building Minds: How the Right Architecture Can Speak a Universal Language

On the way towards Artificial General Intelligence (AGI), we find ourselves at a crossroads where traditional approaches, primarily based on large language models (LLMs), are proving insufficient. While LLMs have made remarkable success in natural language processing, they often lack the depth of understanding and adaptability that characterize human or even a fish level of intelligence. To forge a path toward true AGI, we must explore new philosophical foundations that draw inspiration from various fields, including neuroscience, mathematics, and philosophy. This article proposes a framework grounded in holography principles: fuzziness instead of clarity, identity instead of equality, local storage with global access, and extreme parallelism of calculations.

Holographic Principles: The Foundation for AGI

The quest for artificial general intelligence (AGI) has long been constrained by the limitations of existing AI architectures, which are often deterministic and symbolic. To achieve AGI, we must explore new philosophical foundations that align more closely with the principles of human cognition. This article proposes a unified theory of AGI based on holographic principles, integrating fuzziness, parallelism, multimodality, and locality. Central to this theory is the development of a new unified 5D language that allows for a more nuanced and personalized description of the world.

There are 4 brain specific features, that are worse discussing. Fuzziness of human cognition, Parallelism of computations, Multi modality of perception and Locality of processes. Let’s discuss the more in details.

Fuzziness

Human perception is inherently fuzzy, allowing us to make decisions based on incomplete or ambiguous information. This fuzziness is essential for adaptive intelligence, as it enables the brain to operate on a probabilistic and contextual basis. Unlike traditional computational models that rely on precise inputs and outputs, the brain’s probabilistic nature makes it more resilient to noise and variability.

Extreme Parallelism

The human brain is an exemplar of parallel processing, with billions of neurons performing computations simultaneously. This extreme parallelism allows for rapid information processing and adaptation. Unlike sequential processing models, parallelism enables the brain to handle complex tasks efficiently, contributing to its overall adaptability.

Multimodality

The human brain integrates vast amounts of sensory data from multiple sources, creating a rich and nuanced understanding of the world. This multimodal processing is not merely additive but synergistic, allowing the brain to work with sparse data and incomplete dictionaries.

Locality vs. Globality

The brain’s ability to store and read information globally while processing it locally is a key aspect of its efficiency. This global-local duality allows the brain to maintain functionality even during periods of local inactivity, contributing to its energy efficiency.

The Unified 5D Language: A Physical Property of Holographic Principles

The Physical Structure of Holography

The holographic principle suggests that information is distributed across the entire structure, rather than being stored locally. This principle aligns with the physical structure of the brain, where information is processed in a distributed manner. The brain’s architecture naturally supports the principles of fuzziness, parallelism, multimodality, and locality.

The Emergence of the Unified 5D Language

Given the holographic nature of the brain’s architecture, a unified 5D language emerges as a natural consequence. This language describes objects in a five-dimensional space of senses — visual, auditory, tactile, olfactory, and gustatory — allowing for a rich and personalized description of the world. Each individual’s experiences shape their unique vocabulary, leading to a sparse but highly specific language.

The Role of Personal Experience

The sparsity of this vocabulary is based on personal life experiences. Each individual’s interactions with the world shape their unique understanding of objects and concepts. This sparsity does not hinder communication but enriches it, allowing for a more detailed and personalized description of the world. The common language we use daily acts as a bridge, enabling us to share and interpret each other’s experiences.

Communication and Understanding

Despite the personalized nature of the 5D language, effective communication and understanding are still possible. The common language serves as the tip of the iceberg, while the underlying 5D language provides the depth and richness of our perceptions. This dual-layered approach allows for both specificity and universality in communication.

The Holographic Brain: A New Architecture for AGI

The Holographic Brain Software

The unified 5D language acts as the software of the holographic brain, enabling the system to process information in a manner that aligns with the principles of holography. This language allows for the integration of multimodal sensory data, the handling of incomplete and sparse information, and the ability to make decisions based on probabilistic reasoning.

Energy Efficiency and Adaptability

The holographic brain architecture leverages the principles of locality vs. globality, allowing for energy-efficient processing. By storing and reading information globally while processing it locally, the system can maintain functionality even during periods of local inactivity. This global-local duality contributes to the system’s adaptability and efficiency.

Consciousness and Intelligence

The integration of these principles — fuzziness, parallelism, multimodality, and locality — leads to a new understanding of consciousness and intelligence. Consciousness, in this view, is not a separate entity but an emergent property of the system’s ability to process information in a distributed, probabilistic, and parallel manner.

Summary

The future of AGI lies in embracing the holographic principles of fuzziness, parallelism, multimodality, and locality. By integrating these principles into our approach to AGI, we can develop systems that are more robust, adaptive, and energy-efficient. The unified 5D language, tailored to each individual’s experiences and perceptions, emerges as a natural consequence of the holographic architecture. This language allows for a rich and personalized description of the world, while still enabling effective communication and understanding. By moving beyond the limitations of existing models and embracing the principles of the human brain, we can unlock new levels of efficiency, adaptability, and intelligence, paving the way for a new generation of artificial general intelligence.