Review and Design of a Conceptual Model for AI's Role: From Algorithms to Actuality

Abstract- This paper presents a comprehensive review of artificial intelligence (AI) from its algorithmic origins to its integrated actuality in 2047 using a historical and analytical approach, it traces the evolution of AI through transformative phases: The paper explores how AI has become embedded in societal systems, economy, infrastructure, governance, healthcare, and education transforming both human capability and institutional design. Case studies from India illustrate the shift from algorithmic development to AI-led actuality, including intelligent road infrastructure, predictive healthcare, and adaptive education systems. The analysis concludes that by 2047, AI has matured into a co-actor within human systems, not merely a computational tool. The study highlights both opportunities and challenges for India’s Vision 2047, emphasizing the necessity of ethical governance, digital inclusion, and sustainable AI ecosystems. Keywords: Artificial Intelligence, India, Vision 2047, Governance, Infrastructure, Education, Healthcare, AI Policy, Human-Machine Collaboration

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-03-09
DOI
https://doi.org/10.5281/zenodo.18922768
Primary Topic
Internet of Things and AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Review and Design of a Conceptual Model for AI's Role: From Algorithms to Actuality

Aparna Sachin Nisal
Zenodo (CERN European Organization for Nuclear Research)
Internet of Things and AI
article

Review and Design of a Conceptual Model for AI's Role: From Algorithms to Actuality

Aparna Sachin Nisal
article en

Abstract

Abstract- This paper presents a comprehensive review of artificial intelligence (AI) from its algorithmic origins to its integrated actuality in 2047 using a historical and analytical approach, it traces the evolution of AI through transformative phases: The paper explores how AI has become embedded in societal systems, economy, infrastructure, governance, healthcare, and education transforming both human capability and institutional design. Case studies from India illustrate the shift from algorithmic development to AI-led actuality, including intelligent road infrastructure, predictive healthcare, and adaptive education systems. The analysis concludes that by 2047, AI has matured into a co-actor within human systems, not merely a computational tool. The study highlights both opportunities and challenges for India’s Vision 2047, emphasizing the necessity of ethical governance, digital inclusion, and sustainable AI ecosystems. Keywords: Artificial Intelligence, India, Vision 2047, Governance, Infrastructure, Education, Healthcare, AI Policy, Human-Machine Collaboration

Zenodo (CERN European Organization for Nuclear Research)
Dr. Vitthalrao Vikhe Patil Foundation’s Medical College (IN)
Openalex Percentile: Top 50%
Internet of Things and AI
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