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This research aims to trace AI's evolution from algorithms to integrated systems and its impact on society by 2047.

March 12, 20260 citationsOpen Access

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

Key Points

This research aims to trace AI's evolution from algorithms to integrated systems and its impact on society by 2047.
Comprehensive review of historical developments in AI.
Analytical approach examining various sectors like healthcare, governance, and education.
Case studies focused on applications of AI in India.
AI is positioned as a co-actor in human systems by 2047.
Significant advancements noted in intelligent infrastructure and predictive healthcare.
Emphasis on ethical governance and digital inclusion for sustainable AI ecosystems.

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

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