UPSC Notes

Artificial Intelligence (AI)

PYQs

10

Articles

2

Momentum

30

Phase IFoundation

Background

Overview

AI is a transformative technology impacting every sector, from economy and governance to national security and international relations. UPSC examines its potential, challenges, ethical dimensions, regulatory needs, and its role in India's development and global standing, particularly in the context of major power competition.

Artificial Intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think like humans and mimic their actions. It encompasses various sub-fields like machine learning and deep learning, enabling systems to learn, reason, perceive, and act autonomously.

Phase IIStatic core

Facts & tables

Key facts

Types of AI

AI systems can be categorized into narrow AI (ANI), general AI (AGI), and superintelligence (ASI).

Key Applications

Applications include natural language processing, computer vision, robotics, and predictive analytics across various sectors.

Ethical Concerns

Major ethical concerns include algorithmic bias, data privacy, accountability, and potential job displacement.

Global Governance

Challenges involve regulating AI development, ensuring safety, preventing misuse, and managing international competition.

Rapid Advancements

Significant progress in recent years, particularly with large language models and generative AI.

Broad Applications

Used across diverse sectors including healthcare, finance, education, defense, and governance.

Economic Impact

Potential to drive economic growth, enhance productivity, and transform industries.

Reference table

AI Model Types

TypeDescription
Open Weight ModelsAI models where the underlying code, data, and trained weights are publicly accessible, fostering collaboration and transparency.
Closed Weight ModelsProprietary AI models where the code, data, and trained weights are kept confidential, often for commercial or strategic reasons.

Reference table

Static syllabus anchors

TypeReference
Conceptual areaEmerging Information Technologies
Conceptual areaScience & Technology

Reference table

Institutions & roles

BodyRole
Niti AayogFormulates national strategy for ai
Ministry of Electronics and Information Technology (MeitY)Implements policies and initiatives for ai development
Phase IIIExam lens

Prelims angle

Overview

Prelims angle: Statement-based questions

Prelims angle: Factual recall

Quick revision

  • AI simulates human intelligence in machines.
  • Key sub-fields include Machine Learning and Deep Learning.
  • Applications span NLP, computer vision, and robotics.
  • Challenges involve ethics (bias, privacy), regulation, and job displacement.
  • Geopolitical implications include tech competition and international cooperation on risks.

High-confidence PYQs

Topic timeline

Emerging Information TechnologiesScience & Technology

Bessent says U.S. open to discussing shared AI risks with China: report

17 Sep 2026 · AI is the simulation of human intelligence by machines, with applications across sectors but posing significant ethical and governance challenges, especially in international competition and cooperation.

Read article

Species of our making: The speed of AI development raises serious concerns on consciousness and whether machines can ever gain it

26 Sep 2026 · AI is the simulation of human intelligence by machines, rapidly advancing with broad applications and significant ethical, economic, and social implications for governance and society.

Read article

Related topics

Current topic

Artificial Intelligence (AI)

Practice writing on this topic

UPSC has asked 10 linked questions on Artificial Intelligence (AI) in Mains. Write an answer to one — and get it evaluated.

UPSC Prelims PYQs on Artificial Intelligence (AI)

Practice official previous year questions asked by UPSC related to this concept.

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

2026·Science & Technology
Solve

Consider the following statements: I. It is expected that Majorana 1 chip will enable quantum computing. II. Majorana 1 chip has been introduced by Amazon W...

2025·Science & Technology
Solve

Which of the following statements with regard to Large Language Models (LLMs) used in machine learning is/are correct ? 1. LLMs assign probabilities to the ...

2026·Science & Technology
Solve

With the present state of development, Artificial Intelligence an effectively do which of the following? 1. Bring down electricity consumption in industrial ...

2020·Science & Technology
Solve

Consider the following statements regarding AI Action Summit held in Grand Palais, Paris in February 2025: I. Co-chaired with India, the event builds on the...

2025·International Relations
Solve

Which of the following statements about Rare Earth Elements (REEs) and Critical Minerals is/are correct ? 1. Modern technological innovations including Arti...

2026·Geography
Solve

Which of the following statements with regard to the National Quantum Mission (NQM) is/are correct? 1. It aims at developing intermediate-scale quantum comp...

2026·Science & Technology
Solve

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

2026·Science & Technology
Solve

GPS-Aided Geo Augmented Navigation (GAGAN) uses a system of ground stations to provide necessary augmentation. Which of the following statements is/are corre...

2025·Science & Technology
Solve

Consider the following statements with reference to the Sagarmala Programme of the Government of India : I. The Sagarmala Programme seeks to achieve port-le...

2026·Economy
Solve

Editorial & Review Process

Every revision note and practice question on UPSC Practice is researched using authoritative primary sources and reviewed for factual accuracy, syllabus relevance, and exam value. Read our Editorial Policy.

Verified Quality