Artificial Intelligence (AI) Governance and Ethics
Science & Technology
- PYQs8
- Articles1
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.
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.
| Type | Reference |
|---|---|
| Conceptual area | Emerging Information Technologies |
| Conceptual area | Environmental Law & Policy |
| Body | Role |
|---|---|
| United Nations | Sets global norms, reports on ai implications |
| National Governments | Formulates policy, regulates ai development and deployment |
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.
| 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
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Emerging Information Technologies
Conceptual area
-
Environmental Law & Policy
Conceptual area
-
Prelims 2017
Statement-based questions, Policy measures
-
Prelims 2020
Multi-statement analysis, Conceptual understanding
-
Prelims 2025
Statement-based questions, Factual recall
-
Prelims 2026
Multi-statement analysis, Factual recall
-
Prelims 2026
Multi-statement analysis, Factual recall
-
Prelims 2026
Statement-based questions, Conceptual understanding
-
Prelims 2026
Statement-based questions, Factual recall
-
Prelims 2026
Multi-statement analysis, Conceptual understanding
-
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
Past papers
2017–2026 · 8 questions
In the news
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.
Try these PYQs
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 ?
Statement 1 is Incorrect: The Summit's intellectual framework and core philosophy were anchored in three foundational principles (Sutras): People, Planet, and Progress, not People, Planning, and Progress. Statement 2 is Incorrect: The New Delhi Declaration introduced the Charter for Democratic Diffusion of AI to promote affordable access to foundational AI resources, support local innovation, and build resilient AI ecosystems. However, it was established as a voluntary and non-binding framework, respecting national laws, rather than a binding treaty. Statement 3 is Correct: The New Delhi Declaration on AI Impact was structured around seven thematic pillars of action, officially referred to as Chakras. These foundational areas included Access for Social Empowerment, AI for Science, and Secure and Trusted AI, alongside Democratizing AI Resources, Economic Growth & Social Good, Human Capital Development, and Resilient, Efficient & Innovative AI Systems. Therefore, option D is the correct answer.
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?
✅ Statement I: Correct
*India co-chaired the AI Action Summit in Paris (Feb 2025), continuing efforts from the Bletchley Park (UK, 2023) and Seoul (South Korea, 2024) Summits on AI governance.* ❌ Statement II: Incorrect
*The joint statement on ‘Inclusive and Sustainable AI’ was signed by 58 countries including India and China, but the US and UK did not sign due to concerns about overregulation.* Correct Answer: Only Statement I is correct.
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:
* AI is now being used to analyze industrial data, optimize processes, and predict energy usage patterns. This allows for targeted interventions to reduce overall consumption. * AI can now generate more creative and coherent text formats compared to 2020. While still under development, some AI-generated content can be quite engaging, blurring the lines between human and machine creation. * AI has become a powerful tool in medical diagnosis. AI algorithms can analyze vast amounts of medical data, identify complex patterns, and assist healthcare professionals in diagnosis and treatment planning. * Text-to-speech conversion using AI continues to be a well-established technology. AI can now generate natural-sounding speech with various accents and emotions, making it a valuable tool for various applications. * While significant wireless transmission of electricity over long distances remains a challenge, there has been progress in short-range wireless charging and localized energy transfer using AI-powered systems. Note: From the current status of AI development, all the listed applications of AI are feasible. However, this question was asked by the UPSC in 2020 when Generative AI was yet to become mainstream. UPSC's official answer key gave 'B' as the correct answer.
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 :
Relationship 1 is Correct: Statement I outlines the core objective of the Sagarmala Programme, launched in 2015, which is port-led economic development through cost-effective and sustainable coastal infrastructure. Statement II provides empirical evidence of its success, such as the 118% growth in coastal shipping, a 700% surge in inland waterway cargo movement, and improved global port rankings (with nine Indian ports now in the global top 100). Thus, the tangible achievements in Statement II directly validate the effectiveness of the foundational strategies mentioned in Statement I. Relationship 2 is Correct: Statement III highlights the goals of Sagarmala 2.0, which focuses on smart ports, green shipping, and positioning India as a global maritime innovation hub aligned with the Viksit Bharat 2047 and Atmanirbhar Bharat visions. This acts as an evolutionary extension of the foundational infrastructure goals in Statement I, embedding them into a broader, future-oriented innovation framework rather than replacing them. Relationship 3 is Incorrect: Statement I does not contradict Statement III. The initial focus on traditional and sustainable coastal infrastructure in the original Sagarmala Programme serves as the necessary physical base upon which the modern innovation and technology-driven goals of Sagarmala 2.0 are built. The two phases are complementary and represent a progressive policy evolution, not a contradiction. Therefore, relationships 1 and 2 are correct, making Option B the correct choice.
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 :
Statement 1 is Correct: Rare Earth Elements (REEs) are indispensable for modern technological innovations. Their unique magnetic, luminescent, and electrochemical properties make them critical for artificial intelligence hardware, robotics, space exploration, electric vehicles, and advanced defense systems. Statement 2 is Incorrect: While China dominates global REE mining, accounting for roughly 69% of global production, the second-largest producer is the United States, followed by Myanmar and Australia. India ranks much lower globally and is not the second-largest producer. Statement 3 is Correct: The Government of India officially launched the National Critical Mineral Mission (NCMM) in January 2025. The mission is a strategic blueprint designed to secure domestic and global supply chains, reduce import dependence, and establish a robust framework for self-reliance in critical minerals essential for clean energy and technology. Statement 4 is Incorrect: Rare Earth Elements are a set of 17 metallic elements, not 13. This group comprises the 15 lanthanides on the periodic table, along with scandium and yttrium, which share similar chemical properties and are typically found in the same ore deposits. Therefore, the correct option is A.
Show 3 more PYQs
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 :
Statement 1 is Correct: At their core, Large Language Models (LLMs) function by analyzing input context and calculating a statistical probability distribution for the next possible words (tokens) in a sequence. In their most basic form of text generation (known as "greedy decoding"), they pick the word with the absolute highest probability. While standard applications often introduce controlled randomness (stochastic sampling like *top-k* or *temperature scaling*) to make text more creative, the foundational mechanism relies on assigning probabilities to select the next word. Statement 2 is Correct: LLM training relies heavily on mathematical optimization. Algorithms such as Stochastic Gradient Descent and backpropagation are used to iteratively adjust billions of model parameters. The explicit goal of this process is to minimize a "loss function," which mathematically represents the model's prediction errors compared to the actual training data. Statement 3 is Incorrect: LLMs do not produce inherently unbiased outputs. Because they learn from massive, human-generated datasets scraped from the internet, they are well-documented to inherit, reflect, and sometimes amplify historical and societal biases (e.g., gender, racial, or cultural stereotypes) present in their training data. Therefore, the correct option is B.
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 :
Statement 1 is incorrect: The Smart India Hackathon (SIH) is not a scheme for developing Smart Cities. Instead, it is a nationwide initiative aimed at identifying innovative digital technology solutions to solve real-world challenges across various sectors. Statement 2 is correct: The Government of India launched the Smart India Hackathon to encourage students and professionals to develop innovative digital solutions for challenges in agriculture, health, education, energy, environment, and other domains. It serves as a platform for young minds to engage in problem-solving and contribute to technological advancements. Statement 3 is incorrect: While the hackathon focuses on digital technology innovations, it is not specifically centered on digital financial transactions. Instead, it covers a wide range of sectors where technology can drive efficiency and innovation. Hence, correct answer is option (B).
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 |
Option A is correctly matched: The Union Cabinet approved the Outsourced Semiconductor Assembly and Test (OSAT) facility by CG Power and Industrial Solutions (in partnership with Renesas Electronics and STARS Microelectronics) to be set up in Sanand, Gujarat. Option B is correctly matched: Tata Semiconductor Assembly and Test Pvt. Ltd. (TSAT) is establishing a greenfield semiconductor assembly and test facility in Jagiroad, Assam. It marks a major industrial investment in Northeast India. Option C is incorrectly matched: The OSAT facility by the HCL-Foxconn Joint Venture (India Chip Pvt. Ltd.) is being established in Jewar, Uttar Pradesh (in the Yamuna Expressway Industrial Development Authority region), not Madhya Pradesh. It will manufacture display driver chips. Option D is correctly matched: SicSem Pvt. Ltd. is setting up a Silicon Carbide (SiC) semiconductor manufacturing plant in Bhubaneswar, Odisha. It is designed to be India's first commercial compound semiconductor fab. Therefore, Option C is the correct answer.