General Theory of Information, Digital Genome, Large Language Models, and Medical Knowledge-Driven Digital Assistant

Kelly, W. Patrick; Coccaro, Francesco; Mikkilineni, Rao

doi:10.3390/cmsf2023008070

Cited by 3 publications

(5 citation statements)

References 10 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Clearly, Mark Burgin's general theory of information is a comprehensive and unified approach to the study of information. It provides a framework for understanding the nature of information, its various forms and manifestations, and the ways in which it can be We refer the reader to the paper [25] which discusses the details and points to a demo of the system described.…”

Section: Discussionmentioning

confidence: 99%

“…In the next section, we will discuss the digital genome and its use in implementing a medical knowledge-based digital assistant that executes an early diagnosis process using knowledge structures, cognizing oracles, and structural machines [4,[13][14][15][16]25]. In the next section, we will discuss the digital genome and its use in implementing a medical knowledge-based digital assistant that executes an early diagnosis process using knowledge structures, cognizing oracles, and structural machines [4,[13][14][15][16]25].…”

Section: Burgin-mikkilineni Thesis and The Digital Worldmentioning

confidence: 99%

“…As Kelly et al [25] point out, "the digital genome specifies the knowledge to execute various tasks that implement functional requirements, non-functional requirements, and the best practices to assure that the process objectives are achieved. Functional requirements deal with domain-specific process execution, components of knowledge acquisition, model creation, the evolution of knowledge structures, analysis of events and actions, etc.…”

Section: Digital Genome and Medical Knowledge-based Digital Assistant...mentioning

confidence: 99%

“…We refer the reader to the paper [25] which discusses the details and points to a demo of the system described.…”

Section: Digital Genome and Medical Knowledge-based Digital Assistant...mentioning

confidence: 99%

See 3 more Smart Citations

Mark Burgin’s Legacy: The General Theory of Information, the Digital Genome, and the Future of Machine Intelligence

Mikkilineni

2023

Philosophies

Self Cite

View full text Add to dashboard Cite

With 500+ papers and 20+ books spanning many scientific disciplines, Mark Burgin has left an indelible mark and legacy for future explorers of human thought and information technology professionals. In this paper, I discuss his contribution to the evolution of machine intelligence using his general theory of information (GTI) based on my discussions with him and various papers I co-authored during the past eight years. His construction of a new class of digital automata to overcome the barrier posed by the Church–Turing Thesis, and his contribution to super-symbolic computing with knowledge structures, cognizing oracles, and structural machines are leading to practical applications changing the future landscape of information systems. GTI provides a model for the operational knowledge of biological systems to build, operate, and manage life processes using 30+ trillion cells capable of replication and metabolism. The schema and associated operations derived from GTI are also used to model a digital genome specifying the operational knowledge of algorithms executing the software life processes with specific purposes using replication and metabolism. The result is a digital software system with a super-symbolic computing structure exhibiting autopoietic and cognitive behaviors that biological systems also exhibit. We discuss here one of these applications.

show abstract

Section: Discussionmentioning

confidence: 99%

Section: Burgin-mikkilineni Thesis and The Digital Worldmentioning

confidence: 99%

Section: Digital Genome and Medical Knowledge-based Digital Assistant...mentioning

confidence: 99%

“…We refer the reader to the paper [25] which discusses the details and points to a demo of the system described.…”

Section: Digital Genome and Medical Knowledge-based Digital Assistant...mentioning

confidence: 99%

See 2 more Smart Citations

Mark Burgin’s Legacy: The General Theory of Information, the Digital Genome, and the Future of Machine Intelligence

Mikkilineni

2023

Philosophies

Self Cite

View full text Add to dashboard Cite

show abstract

“…Kubernetes allows our system to exhibit autopoiesis through a deployment manifest that defines the static components for the non-functional requirements for our container orchestration. The resources and request limits for each container are specified within policies that guide the autoscaling decisions through Horizontal Pod Auto-scalers to maintain the appropriate metrics and thresholds [29]. This allows Kubernetes to dynamically adjust and automatically recover from failing instances and enhances the failover mechanism.…”

Section: Autopoietic and Cognitive Network Managersmentioning

confidence: 99%

A New Class of Intelligent Machines with Self-Regulating, Event-Driven Process Flows for Designing, Deploying, and Managing Distributed Software Applications

Mikkilineni,

Kelly

2023

Preprint

View full text Add to dashboard Cite

The benefits of event-driven architecture (EDA) derive from how systems and components are loosely coupled, which can facilitate independent development and deployment of systems, improved scaling and fault tolerance, and integration with external systems, especially in comparison to monolithic architectures. With the advent of new technologies such as containers, and microservices, a new generation of distributed event streaming platforms are commonly used in event-driven architecture for efficient event-driven communication. However, the asynchronous and distributed nature of EDA poses several problems that include handling failures, the dependence of an end-to-end transaction on individual component stability, etc. In this paper, we describe a new approach to designing self-regulating distributed applications with autopoietic and cognitive workflow management. This approach is based on the new science of information processing structures derived from the General Theory of Information. Just as a genome enables self-organizing and self-regulating biological structures, a digital genome enables a specific software application with several components, the ability to use distributed resources and self-regulate the evolution of the system based on functional and non-functional requirements, and best-practice policies that maintain the stability, safety, and survival under non-deterministic fluctuations in the demand for resources. In addition, cognitive workflow management assures end-to-end transaction delivery.

show abstract

Mark Burgin’s Legacy: The General Theory of Information, The Digital Genome, and the Future of Machine Intelligence

Mikkilineni

2023

Preprint

View full text Add to dashboard Cite

With 500+ papers and 20+ books spanning many scientific disciplines, Mark Burgin has left an indelible mark and legacy for future explorers of human thought and information technology professionals. In this paper, I discuss his contribution to the evolution of machine intelligence using his general theory of information (GTI) based on my discussions with him and various papers I co-authored during the past eight years. His construction of a new class of digital automata to overcome the barrier posed by the Church-Turing Thesis, and his contribution to Super-Symbolic Computing with Knowledge Structures, Cognizing Oracles, and Structural Machines are leading to practical applications changing the future landscape of information systems. GTI provides a model for the operational knowledge of biological systems to build, operate, and manage life processes using 30+ trillion cells capable of replication and metabolism. The schema, and associated operations derived from GTI are also used to model a digital genome specifying the operational knowledge of algorithms executing the software life processes with specific purposes using replication and metabolism. The result is a digital software system with a super-symbolic computing structure exhibiting autopoietic and cognitive behaviors that biological systems also exhibit. We discuss here one of these applications.

show abstract

General Theory of Information, Digital Genome, Large Language Models, and Medical Knowledge-Driven Digital Assistant

Cited by 3 publications

References 10 publications

Mark Burgin’s Legacy: The General Theory of Information, the Digital Genome, and the Future of Machine Intelligence

Mark Burgin’s Legacy: The General Theory of Information, the Digital Genome, and the Future of Machine Intelligence

A New Class of Intelligent Machines with Self-Regulating, Event-Driven Process Flows for Designing, Deploying, and Managing Distributed Software Applications

Mark Burgin’s Legacy: The General Theory of Information, The Digital Genome, and the Future of Machine Intelligence

Contact Info

Product

Resources

About