Budget special upsc mains questions with model answers-3

10. “The future of Artificial Intelligence lies in applications rather than infrastructure.” Critically examine (250 Words)

Introduction

Artificial Intelligence (AI) has moved from a phase dominated by massive investments in data centres, GPUs and foundation models to one where profitability and social value increasingly depend on real-world applications. While infrastructure is necessary, it is no longer sufficient to sustain the AI economy.

Body

On one hand, infrastructure-heavy AI models face structural limits. High training and inference costs, intense competition and price compression have resulted in thin margins. Even leading model providers struggle to convert scale into sustainable profits. Moreover, the concentration of computing resources among a few global firms raises concerns of monopolisation and dependency, especially for developing countries like India.

On the other hand, AI applications create tangible economic value. Sector-specific tools in health, finance, legal services, manufacturing and education directly improve productivity, reduce costs and integrate into daily workflows. Coding assistants, AI agents in customer support, predictive maintenance in industry, and clinical decision tools demonstrate how applications generate recurring revenue, customer retention and measurable efficiency gains. They also stimulate demand for infrastructure, reversing the traditional supply-push model.

However, to view infrastructure as secondary would be misleading. Applications cannot exist without robust computing, data and network capacity. Public digital infrastructure such as India’s Aadhaar, UPI and health data stacks shows how foundational systems enable scalable innovation. Moreover, frontier research, national security needs and language-specific AI models require continued infrastructure investment.

Conclusion

Thus, the relationship is not binary but sequential. Infrastructure is the base, but applications determine adoption, profitability and social relevance. Just as the internet was monetised through services rather than bandwidth, AI’s future will be shaped by purpose-driven, trusted and inclusive applications that convert technological capability into developmental outcomes.

 

11. Does the 16th Finance Commission’s stance on cesses and surcharges undermine cooperative federalism? Examine with suitable arguments. (250 words)

Introduction

Cooperative federalism in India is founded on equitable fiscal sharing between the Union and the States under Articles 270 and 280. However, the growing dependence of the Centre on cesses and surcharges, which are excluded from the divisible pool, has strained Centre–State relations. The 16th Finance Commission (FC), while retaining vertical devolution at 41%, refused to recommend any cap on such levies, raising concerns about its impact on federal cooperation.

How the Stance Undermines Cooperative Federalism

1. Shrinking Divisible Pool
Although the devolution rate remains 41%, the increasing use of cesses reduces the actual share available to States. The non-shareable component of revenues has doubled as a share of GDP since 2011–12, while the divisible pool has stagnated.

2. Fiscal Stress on States
States bear rising responsibilities in health, education, welfare and infrastructure. Yet, their revenue autonomy is weakening, forcing them to depend more on the Centre.

3. Weak Arbitration by the FC
By calling a cap on cesses “imprudent” and leaving reform to the Centre’s discretion, the FC appears to prioritise Union flexibility over State interests, thereby diluting its neutral role.

Arguments Supporting the FC’s Position

1. Need for National Flexibility
The FC argues that cesses are essential for emergencies, defence spending and large infrastructure projects.

2. Caution Against Long-Term Reliance
The Commission admits that overuse of such levies is “undesirable” and urges the Centre to gradually shift back to standard taxation.

Conclusion

While the 16th FC acknowledges the problem, its lack of enforceable safeguards allows fiscal centralisation to continue. True cooperative federalism requires transparency, restraint in non-divisible levies, and meaningful fiscal consultation between the Centre and the States.

 

12. How do taxation policies and infrastructure financing affect the global competitiveness of India’s space manufacturing sector? (250 Words)

Introduction

India’s space sector is transitioning from a state-led model to a mixed ecosystem with private participation. However, despite policy liberalisation, fiscal and financial bottlenecks—especially taxation and infrastructure financing—are constraining the global competitiveness of Indian space manufacturers.

Impact of Taxation Policies

1. Hidden Tax Burden through GST
Space companies pay high GST on imported components and raw materials, but since many space outputs are tax-exempt, they cannot claim input tax credits. This creates a de facto 18% cost burden, making Indian hardware more expensive than foreign alternatives.

2. Liquidity Stress
Blocked input credits restrict cash flow, reducing firms’ ability to invest in R&D, scaling and workforce development, thereby weakening competitiveness.

3. Price Disadvantage in Global Markets
Countries with zero-rated or refund-based VAT systems allow manufacturers to export at competitive prices. India’s GST structure raises production costs and discourages ‘Make in India’ in space.

Impact of Infrastructure Financing

1. High Cost of Capital
Without ‘critical infrastructure’ status, space firms borrow at commercial rates (10–12%), unlike global competitors who access subsidised or venture-backed financing.

2. Long Gestation Risks
Space projects require heavy upfront investments with long payback periods. High interest rates make many projects financially unviable.

3. Limited Private Asset Creation
Lack of low-cost, long-term credit discourages private launch pads, ground stations and testing facilities, forcing firms to remain dependent on ISRO.

Conclusion

Tax distortions and costly infrastructure finance trap Indian firms as second-tier suppliers rather than global innovators. Rationalising GST, granting infrastructure status, and enabling concessional credit are essential to build a globally competitive Indian space manufacturing ecosystem.

 

13. “India is moving from a manpower-heavy to a technology-driven defence model.”

Discuss. (250 Words)

Introduction

For decades, India’s defence structure has been characterised by high expenditure on salaries and pensions, leaving limited fiscal space for modernisation. Recent defence budgets, however, signal a structural shift towards a technology-driven military, aimed at addressing emerging threats and enhancing combat readiness.

Drivers of the Shift

1. Rising Capital Outlay
In FY 2026–27, defence capital expenditure rose to nearly 28% of the total defence budget, compared to around 24–25% in earlier years. This reflects greater emphasis on big-ticket acquisitions, precision-guided munitions, drones, cyber systems and naval platforms.

2. Changing Threat Landscape
The experience of Operation Sindoor and the persistent two-front challenge from China and Pakistan have exposed capability gaps in surveillance, air defence, long-range strike and stockpiling of war wastage reserves. This has pushed India towards force multipliers rather than numerical strength.

3. Institutional Reforms
Fast-track and emergency procurement mechanisms, once ad hoc, are being institutionalised to ensure rapid induction of critical technologies such as anti-drone systems and loitering munitions.

4. Control of Revenue Expenditure
The share of pensions and salaries has fallen from nearly 56% in FY20 to about 44% in FY27, partly due to the Agnipath scheme and rationalisation of force structures. This has released resources for modernisation.

Challenges

Despite progress, issues remain: committed liabilities limit fresh purchases; domestic industry’s absorption capacity is uneven; and dependence on imports for advanced technologies persists.

Conclusion

India is gradually transitioning from a manpower-intensive model to a technology-driven force. Sustaining this shift will require stable capital allocations, faster procurement, indigenous innovation and integration of emerging technologies to build a credible, future-ready military.