Sovereign AI
Sovereign AI is about national control over AI for strategic advantage, driven by global geopolitical shifts. India faces a challenge of leveraging foreign A...
The article discusses the global trend of governments asserting national advantage in AI policy, citing examples from the US and Europe. It argues that India needs a coherent strategy for "sovereign AI" to leverage frontier technology without becoming strategically dependent on foreign models. The author suggests government intervention to underwrite geopolitical risks for firms and calls for the Indian tech industry to enhance innovation and global competitiveness, aiming for deep integration with global AI ecosystems while steadily reducing strategic vulnerabilities.
Durable syllabus ideas for revision — not article memory.
Sovereign AI is about national control over AI for strategic advantage, driven by global geopolitical shifts. India faces a challenge of leveraging foreign A...
Industrial policy, exemplified by PLI in pharma, aims to build domestic capabilities and reduce strategic dependence. While effective in creating footholds, ...
Previous year Prelims questions on overlapping themes and topics.
India enacted the Geographical Indications of Goods (Registration and Protection) Act, 1999 in order to comply with the obligations to
The World Trade Organization (WTO) has an agreement called the Agreement on Trade-Related Aspects of Intellectual Property Rights (TRIPS). TRIPS requires member countries to protect Geographical Indications (GIs). GIs identify a product as originating from a specific geographical location where its qualities or reputation are essentially due to that origin. India enacted the Geographical Indications of Goods (Registration and Protection) Act, 1999 to comply with its obligations under the TRIPS agreement of the WTO.
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 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.
Consider the following statements :
Statement-I : India accounts for 3.2% of global export of goods.
Statement-II :Many local companies and some foreign companies operating in India have taken advantage of India's 'Production-linked Incentive' scheme.
Which one of the following is correct in respect of the above statements?
* Statement I is incorrect: India's share in global merchandise trade is only 1.8% and 4% in global services. India plans to increase its export share in global trade from 2.1% to 3% by 2027 and 10% by 2047. * Statement II is correct: The PLI scheme is open to both domestic and international manufacturers. Samsung as well as Indian firms such as Dixon Technologies, UTL, Neolyncs, Lava International, Optiemus Electronics and Micromax are also expanding their factories to take advantage of the PLI scheme.
Which of the following statements about Real-World Assets (RWA) Tokenization are correct?
1. Tokenization is the process of turning real world assets into digital tokens using blockchain technology.
2. Tokenization of real world assets offers 24x7 access, promoting financial inclusion.
3. Tokenization of real world assets will allow the access to high growth investment opportunities for individuals in India.
Select the answer using the code given below:
Statement 1 is Correct: Real-World Asset (RWA) Tokenization is the process of converting the ownership rights of physical or traditional financial assets (such as real estate, gold, commodities, or bonds) into digital tokens on a distributed ledger or blockchain. Each token represents a proportional share or claim on the underlying asset. Statement 2 is Correct: Unlike traditional financial markets and real estate registries that have fixed operating hours, geographic limitations, and settlement delays, blockchain-based tokenized assets can be traded globally, 24 hours a day, 7 days a week, with near-instant settlement. Additionally, tokenization allows high-value, traditionally illiquid assets to be divided into smaller, affordable fractions. This lowers the barrier to entry, enabling retail investors and underserved populations to participate in wealth-building markets, thereby directly promoting financial inclusion. Statement 3 is Correct: In the Indian context, RWA tokenization democratizes access to high-growth, capital-intensive sectors (like commercial real estate, agricultural land, and infrastructure projects). Regulatory bodies like the IFSCA (in GIFT City) have already begun approving tokenization platforms under regulatory sandboxes to unlock these previously inaccessible investment opportunities for everyday Indian retail investors. Therefore, all three statements are correct, making the correct option A.
The term ‘Core Banking Solution’ is sometimes seen in the news. Which of the following statements best describes/describe this term?
1. It is networking of a bank’s branches which enables customers to operate their accounts from any branch of the bank on its network regardless of where they open their accounts.
2. It is an effort to increase RBI’s control over commercial banks through computerization.
3. It is a detailed procedure by which a bank with huge non-performing assets is taken over by another bank.
Select the correct answer using the code given below:
A core banking solution is a centralized system that integrates various banking functions across a bank's branches. It allows for:
- Networked branches: Customers can access their accounts and conduct transactions from any branch within the bank's network, regardless of where they originally opened their account.
- Improved efficiency: CBS automates many manual processes, leading to faster transactions and better customer service.
- Centralized data management: All customer information and account data are stored in a central location, facilitating easier access and record keeping. Therefore, the correct answer is 1 only.
Consider the following statements:
1. Tight monetary policy of US Federal Reserve could lead to capital flight.
2. Capital flight may increase cost of firms with existing External Commercial Borrowings (ECBs)
3. Devaluation of domestic currency decreases the currency risk associated with ECBs
Which of the statements given above are correct?
Tight monetary policy is an action taken by a central bank, such as the Federal Reserve, to curb overheated economic growth. Central banks employ tight monetary policy when an economy is experiencing rapid acceleration or when inflation, which pertains to overall prices, is escalating too swiftly. Statement 1 is correct. A tight monetary policy by the US Federal Reserve means higher interest rates in the US. This attracts global investors to shift their capital towards US assets for better returns. As a result, there can be capital flight from emerging markets like India to the US. Statement 2 is correct. When capital flows out, the domestic currency tends to depreciate, and global interest rates rise. Firms that have borrowed in foreign currencies through External Commercial Borrowings (ECBs) will now face higher repayment costs in rupee terms. Thus, their cost of servicing these loans increases, raising their overall financial burden. Statement 3 is incorrect. Devaluation of the domestic currency actually increases the currency risk associated with ECBs. Since these loans are denominated in foreign currency (like USD), a weaker rupee means firms have to pay more in rupees to repay the same amount of foreign debt. Therefore, devaluation heightens, not reduces, currency risk. NOTE: The given question was dropped by UPSC from the Official Answer Key.
With reference to the Indian economy, consider the following statements:
1. If the inflation is too high, Reserve Bank of India (RBI) is likely to buy government securities.
2. If the rupee is rapidly depreciating, RBI is likely to sell dollars in the market.
3. If interest rates in the USA or European Union were to fall, that is likely to induce RBI to buy dollars.
Which of the statements given below is/are correct?
Statement 1 is incorrect. Typically, the RBI uses open market operations to sell government securities to drain money from the system and control inflation. Buying government securities would inject money into the system, potentially fueling inflation further. Statement 2 is correct. Selling dollars in the market - If the rupee is rapidly depreciating, the RBI might intervene in the foreign exchange market by selling dollars from its reserves. This increased supply of dollars in the market can help stabilize the exchange rate and slow down the depreciation of the rupee. Statement 3 is correct. Lower interest rates in the US/EU make India a more attractive destination for foreign investment, leading to a large inflow of dollars. This causes the rupee to strengthen (appreciate). To prevent the rupee from appreciating too rapidly and hurting exporters, the RBI buys the excess dollars from the market.
The term ‘Domestic Content Requirement’ is sometimes seen in the news with reference to -
Domestic Content Requirement (DCR) is a policy tool used by governments to encourage local industries to grow and reduce dependence on imports. In the context of solar power production, DCR mandates that a certain percentage of solar equipment used in the production process must be domestically produced. This policy is aimed at promoting indigenous manufacturing and reducing dependence on imports.
What is/are the purpose/purposes of Government’s ‘Sovereign Gold Bond Scheme’ and 'Gold Monetization Scheme'?
1. To bring the idle gold lying with India households into the economy
2. To promote FDI in the gold and jewellery sector
3. To reduce India’s dependence on gold imports
Select the correct answer using the code given below:
Statement 1 is correct: This is the primary objective of the Gold Monetization Scheme (GMS). The scheme encourages individuals and institutions to deposit their idle physical gold (jewellery, coins, bars) with banks. This gold is then melted, assayed, and added to the country's gold reserves, which can be lent to jewellers, thereby bringing it into the formal economy. Statement 2 is incorrect: These schemes are focused on managing domestic gold supply and demand. They are not designed to attract Foreign Direct Investment (FDI). Policies related to FDI in the jewellery sector are separate from these schemes. Statement 3 is correct: This is a core objective of both schemes.
* The Sovereign Gold Bond (SGB) Scheme provides a financial alternative to buying physical gold. By shifting demand from physical gold to paper gold, it helps reduce the demand for gold imports.
* The Gold Monetization Scheme (GMS) increases the domestic supply of recycled gold available to jewellers, thus reducing their reliance on imported gold. Both schemes aim to curb gold imports, which are a major component of India's import bill and contribute significantly to the Current Account Deficit (CAD).
Previous year Mains questions mapped to overlapping GS syllabus topics.
Does tribal development in India centre around two axes, those of displacement and of rehabilitation? Give your opinion.
Achieving sustainable growth with emphasis on environmental protection could come into conflict with poor people’s needs in a country like India – Comment.
How do you account for the growing fast food industries given that there are increased health concerns in modern society? Illustrate your answer with the Indian experience.
Discuss the distribution and density of population in the Ganga River Basin with special reference to land, soil and water resources.
Mahatma Jotirao Phule’s writings and efforts of social reforms touched issues of almost all subaltern classes. Discuss.
Do you think that globalization results in only an aggressive consumer culture? Justify your answer.
The article states: 'The United States government recently directed American Artificial Intelligence (AI) behemoth Anthropic to suspend access to its most advanced Fable 5 and Mythos 5 models for foreign nationals on national security grounds.'
Statement 1 is correct: 'India’s spends 0.6% of GDP on research and development'. Statement 2 is incorrect: 'the private sector accounts for a third of this' (not two-thirds). Statement 3 is correct: 'OpenAI alone projects its compute spending at $50 billion this year, over six times India’s annual private R&D spend.'
The article explicitly states: 'Firms can manage commercial risk through contracts and diversified supply chains. They cannot insure themselves against geopolitical risk or concentrated technological dependence; that is the sovereign’s role.'
Introduce the concept of sovereign AI and India's dilemma. Detail challenges like low R&D spend and dependence on foreign models. Outline government actions (whole-of-government approach, risk underwriting) and industry's role (innovation, global ambition). Conclude with the need for deep integration while building greater domestic capability.
Begin by explaining the global shift in AI policy towards national advantage and its implications for India. Discuss the limitations of traditional industrial policy in managing geopolitical risks. Explain the government's role in underwriting such risks for private firms, providing examples like export credit and hybrid-annuity models, and the analogy of the Indian pharma sector's dependence.