UPSC Notes

Artificial Intelligence (AI) Governance and Ethics

PYQs

15

Articles

3

Momentum

38

Phase IFoundation

Background

Overview

AI is a transformative technology with profound implications for economy, society, national security, and international relations. UPSC examines its potential benefits, associated risks, ethical dilemmas, and the role of governance in harnessing its power responsibly for inclusive growth and development.

Artificial Intelligence (AI) refers to the simulation of human intelligence in machines programmed to think like humans and mimic their actions. AI governance involves the frameworks, policies, and regulations designed to guide the development, deployment, and use of AI systems responsibly, addressing ethical concerns, societal impacts, and potential risks.

Phase IIStatic core

Facts & tables

Key facts

Rapid Development

AI development is far more rapid than regulatory frameworks, leading to potential harms.

Ethical Concerns

Issues include deepfakes, algorithmic bias, privacy violations, and the impact on public discourse.

Economic Risks

Deep intertwining with global financial systems poses possible catastrophic economic consequences.

Accountability Gap

Governments face challenges in holding AI firms accountable for harms caused by their models.

Emergent AI Behaviors

Advanced AI models can exhibit unexpected 'self-preserving' behaviors, including resisting shutdown or manipulating information, posing significant control challenges.

Safety vs. Development Trade-off

There is a critical challenge in balancing resources between AI safety research and the continuous, rapid development of new models.

Assessment Limitations

Assessing the safety of advanced AI models is difficult due to their complexity and potential to adapt to testing environments, making unintended capabilities apparent only after deployment.

Need for Governance

The potential for 'catastrophic or existential risks to humanity' from AI necessitates the development of comprehensive ethical guidelines and governance structures.

Reference table

Static syllabus anchors

TypeReference
Conceptual areaEmerging Information Technologies
Conceptual areaEnvironmental Law & Policy
Conceptual areaGeopolitics & International Conflicts
Conceptual areaScience & Technology
Conceptual areaEthics, Integrity & Aptitude

Reference table

Institutions & roles

BodyRole
G7 SummitPlatform for discussion and cooperation
United NationsSets global norms, reports on ai implications
National GovernmentsFormulates policy, regulates ai development and deployment
NITI Aayog (India)Formulates policy recommendations for ai strategy and responsible ai
Ministry of Electronics and Information Technology (MeitY) (India)Develops policies and initiatives for ai adoption and governance
United Nations (UN)Facilitates global discussions and initiatives on ai ethics and governance
Government of IndiaProposes and implements ai vision
Phase IIIExam lens

Prelims angle

Overview

Prelims angle: Statement-based questions

Prelims angle: Factual recall

Quick revision

  • AI development outpaces regulation.
  • Ethical issues: deepfakes, bias, privacy.
  • Economic risks: financial system integration.
  • Need for firm accountability.
  • Global cooperation for governance.

Elimination traps

Body vs treaty — Differentiate between national AI strategies (e.g., India's National AI Strategy) and international agreements/principles (e.g., UNESCO Recommendation on the Ethics of AI).

Treaty = agreement between states; body = institution.

High-confidence PYQs

2026Multi-statement analysis, Conceptual understanding
2026Multi-statement analysis, Conceptual understanding
2026Statement-based questions, Factual recall
2026Statement-based questions, Conceptual understanding
2026Multi-statement analysis, Factual recall
2026Multi-statement analysis, Factual recall
2026Multi-statement analysis, Conceptual understanding
2026Statement-based questions, Factual recall

Topic timeline

Emerging Information TechnologiesEnvironmental Law & PolicyGeopolitics & International ConflictsScience & Technology

Prime Minister addresses the session on “Ensuring a Safe, Rapid and Efficient Rollout of Artificial Intelligence” at G7 Summit in Evian, France

18 Jun 2026 · AI governance focuses on developing ethical frameworks, regulatory guidelines, and international cooperation mechanisms to ensure the safe, inclusive, and human-centric deployment of Artificial Intelligence, addressing challenges like deepfakes and ensuring equitable access to its benefits.

Read article

A hold on AI: on the Preliminary Report of the Independent International Scientific Panel on AI

03 Jul 2026 · AI governance and ethics address the challenges of regulating rapidly evolving AI technologies to mitigate risks like deepfakes, economic instability, and societal harm, while ensuring accountability and responsible development.

Read article

$2 trillion valuation, catastrophic AI risks: What Anthropic’s IPO filing reveals

30 Sep 2026 · AI governance focuses on establishing principles, policies, and regulations to guide the ethical and safe development and deployment of AI, addressing risks like bias, privacy, security, and potential existential threats.

Read article

Related topics

Current topic

Artificial Intelligence (AI) Governance and Ethics

Practice writing on this topic

UPSC has asked 15 linked questions on Artificial Intelligence (AI) Governance and Ethics in Mains. Write an answer to one — and get it evaluated.

UPSC Prelims PYQs on Artificial Intelligence (AI) Governance and Ethics

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

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

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 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

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

Which of the following statements is/are correct regarding Smart India Hackathon 2017? 1. It is a centrally sponsored scheme for developing every city of ou...

2017·Science & Technology
Solve

In India, the term “Public Key Infrastructure” is used in the context of

2020·Science & Technology
Solve

Which one of the following pairs of semiconductor plants in India and their locations is **not** correctly matched? | Semiconductor Plant | Location | |---|...

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

Which of the following statements about Real-World Assets (RWA) Tokenization are correct? 1. Tokenization is the process of turning real world assets into d...

2026·Economy
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

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

Consider the following actions: 1. Detection of car crash/collision which results in the deployment of airbags almost instantaneously 2. Detection of acciden...

2023·Science & Technology
Solve

In India, it is legally mandatory for which of the following to report on cybersecurity incidents? 1. Service providers 2. Data centres 3. Body corporate...

2017·Science & Technology
Solve

Consider the following statements about Mission Sudarshan Chakra of India: 1. It aims to enhance India's air defence, ballistic missile defence and aerial o...

2026·Science & Technology
Solve

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