National AI Strategy and Sovereign AI Infrastructure
India needs a comprehensive National AI Token Policy to boost R&D, make AI accessible, and build sovereign AI infrastructure. This involves strategic funding...
The article advocates for India to embrace Artificial Intelligence (AI) as a catalyst for economic growth, aiming for a 'Bharat rate of growth' exceeding 8%. It draws parallels with the 1991 economic reforms and the success of Digital Public Infrastructure (DPI) like Aadhaar and UPI. Key proposals include making AI tokens free, increasing R&D investment, diversifying AI compute hardware beyond single-vendor dominance, and building sovereign AI capabilities through a National AI Token Policy and public-private partnerships. The author suggests reallocating a fraction of existing subsidies to fund AI initiatives, starting with educational and research institutions, and scaling to various sectors and languages.
Durable syllabus ideas for revision — not article memory.
India needs a comprehensive National AI Token Policy to boost R&D, make AI accessible, and build sovereign AI infrastructure. This involves strategic funding...
India aims to replicate its successful Digital Public Infrastructure (DPI) model (Aadhaar, UPI) for Artificial Intelligence by making AI 'tokens' free. This ...
Previous year Prelims questions on overlapping themes and topics.
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.
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.
In the context of India, which of the following factors is/are contributor/contributors to reducing the risk of a currency crisis?
1. The foreign currency earnings of India’s IT sector
2. Increasing the government expenditure
3. Remittances from Indians abroad
Select the correct answer using the code given below.
Statement 1 is correct: Foreign currency earnings - The IT sector generates foreign exchange through exports of services. This increases the supply of foreign currency reserves, making it easier to defend the rupee's value in the foreign exchange market during times of stress. Statement 2 is incorrect: While government spending can stimulate economic growth, it can also lead to a higher budget deficit. If the deficit is financed by excessive borrowing, it can put pressure on the currency if investors lose confidence in the government's ability to repay its debts. Statement 3 is correct: Remittances from abroad - When Indians working abroad send money back home, it adds to the inflow of foreign currency. This strengthens the country's foreign exchange reserves and provides a buffer against external shocks. Therefore, the correct code is 1 and 3 only.
Which one of the following best describes the 'Crowding Out Effect' in the context of fiscal policy ?
The Crowding Out Effect is a prominent macroeconomic concept associated with expansionary fiscal policy and deficit financing. Option A is incorrect: A situation where private investment increases due to increased government spending is known as the Crowding In Effect. This typically happens during a deep recession when government spending boosts aggregate demand, improving business expectations and encouraging private investment despite potential interest rate changes. Option B is correct: The Crowding Out Effect occurs when the government runs a budget deficit and borrows heavily from the financial market to finance its increased spending. This massive borrowing increases the overall demand for a limited pool of loanable funds. The heightened competition for capital drives up the equilibrium interest rates. Higher interest rates make borrowing more expensive for private businesses and consumers, leading to a decline in private sector investment. Thus, the private sector is effectively "crowded out" of the credit market. Option C is incorrect: An increase in taxes generally reduces the disposable income of consumers and the retained earnings of businesses, which typically leads to a decrease, not an increase, in private sector investment and consumption. Option D is incorrect: Government spending directly adds to aggregate demand. The crowding out effect argues that the net impact on aggregate demand might be smaller than expected because the increase in government spending is partially offset by a decrease in private investment, but it does not mean government spending has zero impact. Therefore, Option B is the correct answer.
There has been a persistent deficit budget year after year. Which action/actions of the following can be taken by the Government to reduce the deficit?
1. Reducing revenue expenditure
2. Introducing new welfare schemes
3. Rationalizing subsidies
4. Reducing import duty
Select the correct answer using the code given below.
Actions that can help reduce the deficit: 1. Reducing revenue expenditure (Correct): This involves cutting back on non-essential government spending. Examples include reducing administrative costs, curtailing travel expenses, or postponing discretionary infrastructure projects. 3. Rationalizing subsidies (Correct): This means making subsidies more targeted and efficient. The government can identify and eliminate wasteful subsidies or ensure they reach the intended beneficiaries. Actions that will likely increase the deficit: 2. Introducing new welfare schemes (Incorrect): This would increase government spending and contribute to the deficit. 4. Reducing import duty (Incorrect): Lower import duties can lead to a decrease in government revenue collected from customs duties. This can worsen the deficit. Therefore, the correct answer is 1 and 3 only (Reducing revenue expenditure and Rationalizing subsidies)
A country’s fiscal deficit stands at ₹50,000 crores. It is receiving ₹10,000 crores through non-debt creating capital receipts. The country’s interest liabilities are ₹1,500 crores. What is the gross primary deficit?
Fiscal Deficit represents the government's total borrowing requirement, while the Primary Deficit shows how much the government is borrowing excluding interest payments on past debt. ✅ Formula:
Primary Deficit = Fiscal Deficit − Interest Payments Given: * Fiscal Deficit = ₹50,000 crores
* Interest Liabilities = ₹1,500 crores
* Non-debt capital receipts are already factored into the fiscal deficit, so no need to adjust further. Calculation:
Primary Deficit = ₹50,000 − ₹1,500 = ₹48,500 crores
Suppose the revenue expenditure is ₹80,000 crores and the revenue receipts of the Government are ₹60,000 crores. The Government budget also shows borrowings of ₹10,000 crores and interest payments of ₹6,000 crores. Which of the following statements are correct?
I. Revenue deficit is ₹20,000 crores.
II. Fiscal deficit is ₹10,000 crores.
III. Primary deficit is ₹4,000 crores.
Select the correct answer using the code given below.
Revenue Deficit, Fiscal Deficit, and Primary Deficit are key indicators used to assess a government's financial health. ✅ I. Revenue Deficit = ₹20,000 crores – Correct * Definition: Revenue Deficit = Revenue Expenditure − Revenue Receipts
* Calculation: ₹80,000 crores − ₹60,000 crores = ₹20,000 crores ✅ II. Fiscal Deficit = ₹10,000 crores – Correct * Definition: Fiscal Deficit = Total Expenditure − Total Receipts (excluding borrowings)
* Alternatively, it reflects total borrowings needed to meet the gap
* Given: Borrowings = ₹10,000 crores ⇒ Fiscal Deficit = ₹10,000 crores ✅ III. Primary Deficit = ₹4,000 crores – Correct * Definition: Primary Deficit = Fiscal Deficit − Interest Payments
* Calculation: ₹10,000 crores − ₹6,000 crores = ₹4,000 crores
There has been a persistent deficit budget year after year. Which of the following actions can be taken by the government to reduce the deficit?
1. Reducing revenue expenditure
2. Introducing new welfare schemes
3. Rationalizing subsidies
4. Expanding industries
Select the correct answer using the code given below.
To reduce a persistent budget deficit, the government can take actions that decrease spending or increase revenue. 1. Reducing revenue expenditure (Correct): This involves cutting back on non-essential government spending. This can include areas like administrative costs, travel, or certain subsidies. 2. Introducing new welfare schemes (Incorrect): This would likely increase government spending and worsen the deficit. 3. Rationalizing subsidies (Correct): Subsidies can be a significant source of government expenditure. Reviewing and potentially reducing or reforming subsidies can help control spending. 4. Expanding industries (Depends): While industrial expansion can lead to increased tax revenue in the long run, it might not have an immediate impact on the budget deficit. In the short term, the government might need to invest in infrastructure to support expansion, potentially increasing expenditure. Therefore, the correct answer is 1 and 3 only (Reducing revenue expenditure and Rationalizing subsidies).
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.
"The reform process in the United Nations remains unresolved, because of the delicate imbalance of East and West and entanglement of the USA vs. Russo-Chinese alliance." Examine and critically evaluate the East-West policy confrontations in this regard.
Achieving sustainable growth with emphasis on environmental protection could come into conflict with poor people’s needs in a country like India – Comment.
"Energy security constitutes the dominant kingpin of India's foreign policy, and is linked with India's overarching influence in Middle Eastern countries." How would you integrate energy security with India's foreign policy trajectories in the coming years?
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.
The article explicitly states that India spends just about 0.65% of its GDP on research and development (R&D).
The article suggests reallocating existing subsidies, forging public-private partnerships, and freezing subsidy growth as funding mechanisms. It does not mention imposing a new 'AI Cess'.
The article lists sovereignty, lower costs, customization for Indic languages, and transparency through auditable model weights as advantages of open-source models. Providing exclusive access to proprietary algorithms is contrary to the nature of open-source models.
Introduce the 'Bharat rate of growth' and the parallel with 1991 reforms. Elaborate on AI's potential as an economic catalyst. Discuss specific policy measures proposed in the article, such as making AI tokens free, increasing R&D investment, building sovereign AI capabilities, and reallocating subsidies, along with their potential impact and challenges.
Explain the strategic importance of sovereign AI capabilities for India (e.g., national security, data sovereignty, economic independence). Detail the challenges involved, such as diversifying compute hardware beyond single-vendor dominance, developing deep expertise in hosting large language models (availability, latency, efficiency, security), and the financial and technical investments required.