Changes how notes pages look. Saved on this device.

Artificial Intelligence (AI) Governance and Ethics

Science & Technology

  • PYQs8
  • Articles1
I

Background

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.

II

Facts & tables

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.
Static syllabus anchors
Type Reference
Conceptual area Emerging Information Technologies
Conceptual area Environmental Law & Policy
Institutions & roles
Body Role
United Nations Sets global norms, reports on ai implications
National Governments Formulates policy, regulates ai development and deployment
III

Prelims angle

Prelims angle: Statement-based questions

Prelims angle: Factual recall

  • AI development outpaces regulation.
  • Ethical issues: deepfakes, bias, privacy.
  • Economic risks: financial system integration.
  • Need for firm accountability.
  • Global cooperation for governance.
High-confidence PYQ links
Year Framing tags
2026 Multi-statement analysis, Factual recall
2026 Multi-statement analysis, Factual recall
2026 Statement-based questions, Conceptual understanding
2026 Statement-based questions, Factual recall
2026 Multi-statement analysis, Conceptual understanding
2025 Statement-based questions, Factual recall
2020 Multi-statement analysis, Conceptual understanding
2017 Statement-based questions, Policy measures

Timeline

  1. Emerging Information Technologies

    Conceptual area

  2. Environmental Law & Policy

    Conceptual area

  3. Prelims 2017

    Statement-based questions, Policy measures

  4. Prelims 2020

    Multi-statement analysis, Conceptual understanding

  5. Prelims 2025

    Statement-based questions, Factual recall

  6. Prelims 2026

    Multi-statement analysis, Factual recall

  7. Prelims 2026

    Multi-statement analysis, Factual recall

  8. Prelims 2026

    Statement-based questions, Conceptual understanding

  9. Prelims 2026

    Statement-based questions, Factual recall

  10. Prelims 2026

    Multi-statement analysis, Conceptual understanding

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

    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.

See also

Artificial Intelligence (AI) Governance and Ethics
Digital Divide and Global Technology Governance

Past papers

In the news

Try these PYQs

UPSC Prelims 2026 hard Science & Technology Open full page

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 foundational Sutras : People, Planning, and Progress.
2. The Preamble of the Summit stresses Democratising AI Resources, which acknowledges the Charter for Democratic Diffusion of AI as a binding framework to support locally relevant innovation and strengthen resilient AI ecosystems while respecting national laws.
3. The New Delhi Declaration on AI Impact was structured around seven Chakras (Pillars), which included Access for Social Empowerment, AI for Science, and Secure and Trusted AI.

Which of the statements given above is/are correct ?

UPSC Prelims 2025 hard International Relations Open full page

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 advances made at the Bletchley Park Summit held in 2023 and the Seoul Summit held in 2024.
II. Along with other countries, US and UK also signed the declaration on inclusive and sustainable AI.

Which of the statements given above is/are correct?

UPSC Prelims 2020 easy Science & Technology Open full page

With the present state of development, Artificial Intelligence an effectively do which of the following?
1. Bring down electricity consumption in industrial units.
2. Create meaningful short stories and songs.
3. Disease diagnosis.
4. Text-to-Speech Conversion.
5. Wireless transmission of electrical energy.

Select the correct answer using the code given below:

UPSC Prelims 2026 medium Economy Open full page

Consider the following statements with reference to the Sagarmala Programme of the Government of India :

I. The Sagarmala Programme seeks to achieve port-led economic growth through cost-effective and sustainable coastal infrastructure.
II. The success of the Sagarmala Programme is reflected in significant growth in coastal and inland waterway shipping, along with improved global port rankings.
III. Sagarmala 2.0 aims to position India as a global maritime innovation hub aligned with Atmanirbhar Bharat and Viksit Bharat 2047 visions.

Which of the following relationships among the above statements is/are correct ?

1. Statement II validates the effectiveness of the strategies envisioned in statement I.
2. Statement III extends the objectives of statement I by embedding them into a future-oriented innovation framework.
3. Statement I contradicts statement III by focusing only on traditional infrastructure instead of modern innovation.

Select the answer using the code given below :

UPSC Prelims 2026 medium Geography Open full page

Which of the following statements about Rare Earth Elements (REEs) and Critical Minerals is/are correct ?

1. Modern technological innovations including Artificial Intelligence, robotics and space exploration extensively utilise Rare Earth Elements (REEs).
2. China has the highest share in mining of REEs followed by India.
3. The Government of India launched the National Critical Mineral Mission (NCMM) in 2025 to establish a robust framework for self-reliance in the critical mineral sector.
4. Rare Earth Elements are a set of 13 metallic elements.

Select the answer using the code given below :

Show 3 more PYQs
UPSC Prelims 2026 easy Science & Technology Open full page

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 next possible words and then pick the one with the highest probability.
2. LLMs process data through mathematical optimization to minimise prediction errors.
3. LLMs produce unbiased outputs.

Select the answer using the code given below :

UPSC Prelims 2017 easy Science & Technology Open full page

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 our country into Smart Cities in a decade.
2. It is an initiative to identify new digital technology innovations for solving the many problems faced by our country.
3. It is a programme aimed at making all the financial transactions in our country completely digital in a decade.

Select the correct answer using the code given below :

UPSC Prelims 2026 hard Science & Technology Open full page

Which one of the following pairs of semiconductor plants in India and their locations is **not** correctly matched?

| Semiconductor Plant | Location |
|---|---|
| (a) CG Power and Industrial Solutions Pvt. Ltd. in partnership with Renesas Electronics and STARS Microelectronics | Gujarat |
| (b) Tata Semiconductor Assembly and Test Pvt. Ltd. | Assam |
| (c) HCL-Foxconn Joint Venture India Chip Ltd. | Madhya Pradesh |
| (d) SicSem Pvt. Ltd. | Odisha |