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Type: Explained

  • Foreign Policy Watch: India-Afghanistan

    Taliban & terror: How Pakistan came to declare ‘open war’ on Afghanistan

    Explained | International Relations | Mains Paper 2: Bilateral, Regional and Global Groupings and agreements involving India

    Why in the News?

    Pakistan launched cross-border airstrikes in Afghanistan’s Khost and Paktika provinces after a surge in Tehreek-e-Taliban Pakistan (TTP) attacks that killed nearly 274 people in recent months. The Afghan Taliban retaliated, marking one of the most direct military confrontations between the two since 2021 and signaling a breakdown of post-Taliban counter-terror coordination.

    What explains the recent escalation between Pakistan and the Afghan Taliban?

    1. TTP Resurgence: Tehreek-e-Taliban Pakistan intensified attacks inside Pakistan; 274 fatalities reported in recent months.
    2. Safe Haven Allegations: Pakistan alleges TTP operates from Afghan soil under Taliban protection.
    3. Retaliatory Airstrikes: Pakistan conducted strikes in Khost and Paktika targeting alleged militant camps.
    4. Taliban Response: Afghan forces retaliated with mortar shelling across the border.
    5. Civilian Casualties: Reports indicate non-combatant deaths, escalating humanitarian concerns.

    How does the Durand Line dispute complicate the conflict?

    1. Colonial Legacy: The 2,640-km Durand Line was drawn in 1893 between British India and Afghanistan.
    2. Non-Recognition: Successive Afghan regimes have questioned the legitimacy of the border.
    3. Border Clashes: Frequent skirmishes occur along contested stretches.
    4. Unregulated Movement: Porous terrain facilitates militant infiltration and smuggling networks.

    Durand Line

    Historical Background

    1. Establishment (1893): The line was drawn by Sir Mortimer Durand, a British diplomat, and Afghan Emir Abdur Rahman Khan
    2. Purpose: It was intended to fix the limits of their respective control and serve as a buffer zone against Russian expansionism toward British India
    3. Inheritance (1947): Following the partition of British India, Pakistan inherited the line as its western border. While Pakistan and most of the international community recognise it, Afghanistan has consistently refused to do so

    The Dispute & Conflict

    1. Ethnic Division: The line cuts through the Pashtun and Baloch tribal heartlands, dividing families and communities across two nations.
    2. Afghan Position: Successive Afghan governments, including the current Taliban administration, reject the border as a “colonial relic” imposed under duress. They claim territories extending as far as the Indus River.
    3. Pakistani Position: Pakistan maintains the line is a legally binding international boundary and has fenced approximately 98% of it since 2017 to curb militancy and smuggling

    Has Pakistan’s ‘Strategic Depth’ doctrine backfired?

    1. Strategic Depth Concept: Pakistan historically viewed Afghanistan as a buffer against India.
    2. Taliban Support: Islamabad extended diplomatic and logistical backing to Taliban factions.
    3. Blowback Effect: TTP, ideologically aligned with Afghan Taliban, now targets Pakistan.
    4. Policy Contradiction: Friendly regime in Kabul has not curbed anti-Pakistan militants.

    Pakistan’s “Strategic Depth” doctrine:

    1. It is a long-standing, largely failed, security policy designed to counter India by:
      1. controlling Afghanistan
      2. providing a fallback area during conflict
      3. preventing a two-front threat. 
    2. Developed in the 1980s by Gen. Mirza Aslam Beg, sought to use the Taliban as proxies to create a pro-Pakistan, anti-India regime in Kabul.

    Key aspects of this doctrine included:

    1. Military Fallback: Creating a rear area beyond the Durand Line to regroup if India invaded.
    2. Control over Kabul: Installing a friendly government in Afghanistan to prevent Indian influence and negate the “encirclement” of Pakistan.
    3. Proxy Warfare: Nurturing the Taliban and Haqqani network to manage the Pashtun border region and use Afghan soil to project power against India. 

    Failure and Consequences

    1. By 2026, the doctrine is seen as a strategic liability rather than a benefit. 
    2. The Taliban’s return to power in 2021 did not result in a subservient state, and Pakistan faces severe cross-border militant blowback from the Taliban. 
    3. The policy has led to increased domestic insecurity, with Afghanistan serving as a “strategic trap” for Pakistan instead of a “strategic depth.

    How does this episode reflect challenges in counter-terror strategy?

    1. Non-State Actor Challenge: TTP operates across borders, complicating traditional military responses.
    2. Intelligence Gaps: Weak coordination limits actionable counter-terror outcomes.
    3. Unilateral Force Doctrine: Cross-border strikes risk escalation without durable resolution.
    4. Humanitarian Risk: Civilian harm undermines legitimacy of counter-terror operations.

    What are the implications for India and the South Asian region?

    1. Militant Spillover: Escalation risks strengthening transnational jihadist networks.
    2. Regional Instability: Prolonged conflict weakens South Asian security architecture and undermines SAARC-level cooperation.
    3. Refugee Pressure: Conflict may trigger cross-border displacement.
    4. Terror Ecosystem Risk: Fragmented militant networks may redirect focus toward India or other neighboring states.
    5. Central Asian Connectivity Risk: Instability threatens regional trade corridors.
    6. Diplomatic Leverage: India may recalibrate engagement with regional partners amid shifting Afghanistan dynamics.

    Conclusion

    The Pakistan-Afghanistan escalation reflects the limits of proxy-based security doctrines and the persistence of cross-border militant ecosystems in South Asia. Tactical airstrikes may offer short-term signalling but fail to address structural drivers such as porous borders, ideological linkages, and weak counter-terror coordination. Durable stability requires institutionalized border management, credible action against non-state actors, and regional security dialogue to prevent further destabilization of the South Asian strategic landscape.

    PYQ Relevance

    [UPSC 2024] India has a long and troubled border with China and Pakistan fraught with contentious issues. Examine the conflicting issues and security challenges along the border. Also give out the development being undertaken in these areas under the Border Area Development Programme (BADP) and Border Infrastructure and Management (BIM) Scheme.

    Linkage: The Pakistan-Afghanistan conflict shows problems of cross-border terrorism and porous borders. This question helps compare India’s border security system with instability along the Durand Line.

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  • Finance Commission – Issues related to devolution of resources

    As more Indians move to cities, 16th Finance Commission gives a boost to urban governance

    Explained | Polity | Mains Paper 2: Constitutional Bodies

    Why in the News?

    The 16th Finance Commission has increased the urban local bodies’ share of grants to 45% for 2026-31 and recommended ₹3.56 lakh crore, more than double the 15th FC allocation. This marks the highest-ever urban share since structured third-tier devolution began, reflecting rising urbanisation and fiscal stress in cities.

    How has the 16th Finance Commission altered the pattern of local body devolution?

    1. Urban Share Expansion: Increases allocation to 45% for 2026-31 compared to 36% (15th FC) and 26% (13th FC).
    2. Absolute Allocation Growth: Recommends ₹3.56 lakh crore, compared to ₹1.55 lakh crore under the 15th FC.
    3. Historical Contrast: Urban share was 19% under the 10th FC (1995-2000).
    4. Rural-Urban Rebalancing: Adjusts distribution in favour of urban bodies as urban population rises.
    5. Trend Continuity: Shows gradual rise: 10th (19%), 11th (20%), 12th (20%), 13th (26%), 14th (30%), 15th (36%), 16th (45%).

    What do demographic trends indicate about India’s urban transition?

    1. Population Projection: Urban population projected at 41% by 2031.
    2. Census Baseline: Census 2011 recorded 31% urban population.
    3. Global Comparison: China (45%), Indonesia (54%), Brazil (87%) exceed India’s 2011 urban share.
    4. Cluster Measurement Gap: 2015 World Bank report estimated 54% urban population plus 24% in urban clusters (total 78%).
    5. Migration Dynamics: Rapid annual migration not fully captured in official statistics.

    What challenges arise from inadequate urban data?

    1. Outdated Census: Fiscal allocation relies on 2011 population figures.
    2. Urban Definition Variability: Distinction between statutory towns and census towns affects allocation.
    3. Planning Uncertainty: Inaccurate data limits infrastructure forecasting.
    4. Resource Targeting Gaps: Underestimation of urban clusters leads to fiscal under-provisioning.
    5. Policy Lag: Urban expansion outpaces fiscal recalibration cycles.

    How do municipal finances constrain urban governance?

    1. Weak Own-Source Revenue: Municipal revenues remain below 1% of GDP.
    2. Grant Dependence: ULBs rely heavily on intergovernmental transfers.
    3. Property Tax Inefficiency: Low collection efficiency reduces fiscal autonomy.
    4. Limited Capital Market Access: Municipal bond penetration remains limited.
    5. Capacity Constraints: Administrative shortages limit absorption of funds.
    6. Long-Term Urban Strategy: Signals transition toward structured urban fiscal planning.

    What broader implications does this shift hold for India’s growth model?

    1. Urban-Led Growth Recognition: Aligns fiscal policy with cities as economic engines.
    2. Infrastructure Financing Support: Enhances capacity for water, sanitation, and mobility investment.
    3. Decentralisation Reinforcement: Strengthens third-tier role under constitutional design.
    4. Future Census Sensitivity: Post-2027 adjustments may further alter allocation formulas.

    Conclusion

    The 16th Finance Commission’s enhanced allocation to Urban Local Bodies marks a structural recalibration of fiscal federalism in response to India’s accelerating urban transition. By increasing the urban share to 45%, it aligns financial devolution with demographic and economic realities. However, sustainable urban governance will depend not only on higher transfers but also on strengthening municipal capacity, improving data reliability, and deepening fiscal autonomy.

    PYQ Relevance

    [UPSC 2023] “The states in India seem reluctant to empower urban local bodies both functionally as well as financially.” Comment.

    Linkage: This question directly examines financial and functional devolution to Urban Local Bodies. This is core to the 16th Finance Commission’s enhanced urban allocation and the broader debate on decentralisation and fiscal empowerment.

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  • Foreign Policy Watch: India-Canada

    How India and Canada have mended their frayed ties

    Explained | International Relations | Mains Paper 2: Bilateral, Regional and Global Groupings and agreements involving India

    Why in the News?

    Canadian Prime Minister Mark Carney’s visit to India signals a diplomatic reset after the 2023 rupture triggered by allegations over Hardeep Singh Nijjar’s killing. The crisis had led to diplomatic expulsions, visa suspension, and stalled trade talks. Restoration of envoys and revival of Comprehensive Economic Partnership Agreement (CEPA) negotiations mark a sharp reversal amid $23+ billion bilateral trade stakes.

    How did diplomatic escalation test principles of sovereignty and international law?

    1. Allegations of Extraterritorial Action: Canada accused Indian agents of involvement in Nijjar’s killing in British Columbia (2023), raising concerns under international law and state sovereignty norms.
    2. Reciprocal Diplomatic Expulsions: Both countries expelled diplomats, reducing institutional diplomatic engagement.
    3. Suspension of Visa Services: India temporarily halted visa issuance for Canadians, affecting people-to-people ties.
    4. Terrorism vs. Political Dissent Debate: India classified Nijjar as a designated terrorist under Unlawful Activities (Prevention) Act, 1967 (UAPA), while Canada treated him as a political activist.
    5. Institutional Accountability: Canada initiated investigations; India demanded credible evidence before cooperation.

    What governance mechanisms enabled bilateral recovery?

    1. Leadership Change in Canada: Mark Carney’s accession shifted tone toward calibrated engagement.
    2. Reinstatement of High Commissioners: Diplomatic normalization restored formal communication channels.
    3. G20 Engagement: Modi-Carney interaction at the 2025 G7 Summit in Canada signaled political willingness for reset.
    4. Structured Dialogue Restoration: Agreement to revive working groups on trade, security, and mobility.

    How significant are trade and economic linkages in sustaining the relationship?

    1. Goods Trade (2024): $8.98 billion; exports $4.14 billion; imports $4.84 billion.
    2. Services Trade (2024): $14.22 billion; reflects strong education and IT linkages.
    3. Strategic Commodities: Canada supplies pulses, potash, uranium; India exports pharmaceuticals, textiles, machinery.
    4. CEPA Negotiations: Aim to expand trade to $30 billion by 2030.
    5. Energy Partnership: Canada as a reliable supplier of oil, LNG, and critical minerals.

    How does diaspora politics shape foreign policy and domestic security calculations?

    1. Large Diaspora Presence: Over 1.8 million Indo-Canadians; politically influential in key provinces.
    2. Khalistan Issue: Small but vocal separatist groups influenced bilateral tensions.
    3. Balancing Act: Canada must reconcile free speech protections with counter-terror obligations.
    4. India’s Security Concerns: Cross-border extremism framed as “transnational crime” in bilateral talks.

    What role do multilateral and strategic platforms play in normalisation?

    1. G20 Collaboration: Shared membership necessitates policy coordination.
    2. Indo-Pacific Strategy: Canada seeks stronger Asia engagement; India remains central.
    3. Five Eyes Sensitivity: Canada’s intelligence alignment with US, UK, Australia, New Zealand complicated trust dynamics.
    4. Energy & Climate Cooperation: Clean energy transition, nuclear cooperation under civil nuclear agreement.

    What institutional lessons emerge for diplomatic crisis management?

    1. Crisis Communication Channels: Importance of sustained back-channel diplomacy.
    2. Legal Evidence Standards: Need for transparent, rule-based investigative cooperation.
    3. Trade Insulation Mechanisms: Economic negotiations often pause but resume once political clarity returns.
    4. Diaspora Governance: Foreign policy increasingly intersects with domestic electoral politics.

    Conclusion

    India-Canada relations underscore how diaspora politics, domestic compulsions, and national security concerns can significantly influence bilateral diplomacy between democracies. The recent reset reflects pragmatic statecraft, economic interdependence, and institutional resilience, but the durability of this rapprochement will depend on credible security cooperation, responsible diaspora management, and sustained political dialogue.

    PYQ Relevance

    [UPSC 2020] ‘Indian diaspora has a decisive role to play in the politics and economy of America and European Countries’. Comment with examples.

    Linkage: The India-Canada diplomatic crisis highlights how diaspora politics can directly influence bilateral relations, domestic electoral calculations, and foreign policy positioning in Western democracies. It demonstrates that the Indian diaspora is not merely an economic asset but also a political actor shaping strategic outcomes and diplomatic tensions.

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  • Artificial Intelligence (AI) Breakthrough

    Have AI products/LLMs started to disrupt the software services industry?

    Explained | Science Tech | Mains Paper 3: Awareness in various sc and tech fields

    Why in the News?

    India’s $250+ billion IT services industry is witnessing structural churn due to rapid enterprise adoption of Artificial Intelligence (AI) and Large Language Models (LLMs). AI has rapidly moved from pilot projects to full-scale deployment in India’s IT services industry. Companies are restructuring teams and changing billing models as automation begins to reduce dependency on large manpower-based delivery.

    Is AI-driven productivity restructuring India’s traditional labour-arbitrage IT model?

    1. Labour Arbitrage Model: India’s IT growth historically depended on low-cost skilled manpower and time-and-material billing structures.
    2. AI-Enabled Productivity Gains: Generative AI assists coding, testing, documentation, and DevOps processes, reducing manual effort.
    3. Reduced Headcount Dependency: Tasks earlier requiring 8-10 engineers may now require significantly fewer personnel.
    4. Shift in Developer Roles: Engineers increasingly supervise AI outputs instead of manually writing baseline code.
    5. Enterprise Adoption: AI tools are embedded in workflow systems rather than treated as experimental add-ons.

    Does AI disproportionately impact entry-level and BPO/KPO employment structures?

    1. Routine Automation: Repetitive and well-defined tasks in BPO/KPO segments are highly automatable.
    2. Entry-Level Vulnerability: Coding support, documentation drafting, and testing roles face reduction.
    3. Reskilling Imperative: Demand shifts toward prompt engineering, AI model supervision, and domain integration.
    4. Net Employment Effect: Overall revenue per engineer may increase, but entry pathways narrow.
    5. Mid-Level Stability: Complex integration, client management, and architecture roles remain comparatively resilient.

    Is the IT services billing architecture shifting from manpower-based to outcome-based pricing?

    1. Traditional Pyramid Model: Revenue historically linked to number of deployed engineers.
    2. Automation Impact: AI reduces billable hours while increasing efficiency.
    3. Outcome-Based Pricing: Clients demand delivery linked to quality, productivity, and time benchmarks.
    4. Margin Preservation: Firms attempt to maintain profitability despite lower headcount expansion.
    5. Service Model Transformation: Predictable delivery replaces volume-based staffing.

    Are Indian IT firms building foundational AI capabilities or remaining service integrators?

    1. Foundational Model Ownership: Major LLM development remains concentrated in US and Chinese firms.
    2. Service-Dominant Strategy: Indian companies focus on AI integration, customization, and enterprise embedding.
    3. Infrastructure Constraints: Limited domestic investment in compute capacity and advanced semiconductor ecosystems.
    4. Strategic Choice: Debate between investing in sovereign AI models versus deepening service specialization.
    5. Global Competitiveness: Scaling, execution efficiency, and process rigour remain India’s strengths.

    Does AI transformation necessitate new regulatory and social protection frameworks?

    1. Employment Transition Risks: Automation may temporarily increase unemployment in routine segments.
    2. Skill Certification Gap: Absence of standardized AI skill accreditation mechanisms.
    3. Data Governance Concerns: AI deployment raises issues of data privacy, algorithmic bias, and compliance.
    4. Energy & Environmental Costs: Data centres increase electricity consumption and water usage.
    5. Policy Preparedness: Need for labour transition planning, digital skilling missions, and regulatory clarity.

    Is AI replacing software engineers or redefining their functional role?

    1. Task Automation vs Role Elimination: AI reduces repetitive coding but increases need for oversight.
    2. AI-Assisted Development: Engineers validate AI-generated code for architectural integrity.
    3. Domain Integration: Banking, healthcare, and financial services require contextual expertise.
    4. Product Engineering Shift: Movement from services to proprietary frameworks and tools.
    5. Horizontal Skill Structure: Less hierarchical team pyramids.

    Conclusion

    AI-led transformation marks a structural shift in India’s IT services growth model from labour arbitrage to productivity arbitrage. The challenge is not technological disruption itself, but managing its employment, skill, and regulatory implications. A calibrated approach that combines innovation, large-scale reskilling, data governance, and employment-sensitive growth strategy will determine whether AI becomes a source of competitive advantage or structural imbalance.

    PYQ Relevance

    [UPSC 2022] ‘Economic growth in the recent past has been led by increase in labour productivity.’ Explain this statement. Suggest the growth pattern that will lead to creation of more jobs without compromising labour productivity.

    Linkage: This question links directly to GS-3 themes of jobless growth, labour productivity, digitalisation, and structural transformation of the Indian economy, especially in the context of AI-driven automation. It is also highly relevant for Essays on “Growth vs Employment,” “Technology and Jobs,” and “Inclusive Development in the Age of AI.”

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  • Climate Change Impact on India and World – International Reports, Key Observations, etc.

    What are carbon capture and utilization technologies?

    Explained | Enviro & Biodiversity | Mains Paper 3: Conservation, Environmental Pollution & Degradation, Eia

    Why in the News?

    Carbon Capture and Utilisation (CCU) has gained attention as India advances its Draft 2030 CCUS Roadmap and aligns industrial policy with its Net Zero 2070 commitment. With India remaining the world’s third-largest CO₂ emitter and emissions concentrated in hard-to-abate sectors like cement and steel, CCU is being positioned as a key strategy to decarbonise industry while sustaining economic growth.

    What is Carbon Capture and Utilisation (CCU) and how does it function within the carbon cycle?

    1. Definition: Captures carbon dioxide (CO₂) from industrial flue gases or ambient air and converts it into usable products.
    2. Source of Capture: Extracts carbon dioxide from cement plants, steel units, power plants, chemical industries, or through Direct Air Capture (DAC).
    3. Conversion Pathways: Transforms carbon dioxide into fuels (methanol, synthetic fuels), chemicals (olefins), building materials (concrete curing), and polymers.
    4. Difference from CCS: Utilises carbon for economic value instead of permanent geological storage.
    5. Circular Carbon Economy: Recycles carbon within production systems, reducing fresh fossil extraction.

    Why has Carbon Capture and Utilisation become a governance priority in India’s decarbonisation strategy?

    1. Emission Profile: India ranks as the third-largest CO₂ emitter, with emissions concentrated in power generation, cement, steel, and chemicals.
    2. Hard-to-Abate Sectors: Industrial processes remain inherently carbon-intensive despite renewable penetration.
    3. Net-Zero Alignment: Supports India’s Net Zero 2070 target and Long-Term Low Emissions Development Strategy (LT-LEDS).
    4. Circular Economy Transition: Converts waste carbon into economic inputs, strengthening resource efficiency.
    5. Industrial Competitiveness: Enables low-carbon industrial exports amid global carbon border adjustment measures.

    How does CCU reshape industrial policy and value chains in India?

    1. Carbon as Feedstock: Converts CO₂ into fuels, chemicals, lightweight concrete blocks, olefins, and specialty chemicals.
    2. Value Chain Creation: Integrates capture, transport, conversion, and downstream manufacturing clusters.
    3. Bio-CCU Innovation: Organic Recycling Systems Limited (ORSL) leads India’s first pilot-scale Bio-CCU platform converting CO₂ from biogas into bio-alcohols.
    4. Cement Sector Adoption: JK Cement collaborates on CCU to capture CO₂ for concrete applications.
    5. Private Sector Participation: Ambuja Cements and Adani Group pilot Indo-Swedish CCU technologies at IIT Bombay.

    What institutional and regulatory measures has India initiated to support CCU deployment?

    1. Research Roadmap: Department of Science and Technology develops dedicated CCU research and development framework.
    2. Draft 2030 CCUS Roadmap: Ministry of Petroleum and Natural Gas identifies projects suitable for CCU deployment.
    3. Pilot Demonstration Projects: Facilitates early-stage technology validation across cement and energy sectors.
    4. Cluster-Based Approach: Recognizes need for co-located industrial clusters for CO₂ transport and utilisation.
    5. Policy Gap: Lacks carbon pricing, standards, certification mechanisms, and demand guarantees for CO₂-derived products.

    How do international policy models shape India’s CCU strategy?

    1. EU Bioeconomy Strategy: Integrates CCU into a circular economy framework for fuels, chemicals, and materials.
    2. EU Circular Economy Action Plan: Links CCU to sustainability and resource efficiency goals.
    3. U.S. Incentive Model: Combines tax credits and funding to scale CO₂-derived fuels and chemicals.
    4. Industrial Trials: ArcelorMittal (Belgium) and Mitsubishi Heavy Industries collaborate with D-CRBN to convert CO₂ into carbon monoxide for steel and chemicals.
    5. UAE Model: Al Reyadah project integrates CCU with green hydrogen for CO₂-to-chemicals hubs.

    What governance and economic risks constrain large-scale CCU adoption in India?

    1. Cost Competitiveness: Capturing, purifying, and converting CO₂ remains energy-intensive and expensive.
    2. Market Viability: CO₂-derived products struggle against cheaper fossil-based alternatives.
    3. Infrastructure Deficit: Requires reliable CO₂ transport networks and integrated industrial clusters.
    4. Regulatory Uncertainty: Absence of standards and certification creates investor hesitation.
    5. Demand-Side Weakness: Limited market signals reduce private capital mobilisation.

    Does CCU advance constitutional environmental principles and climate accountability?

    1. Article 48A: Strengthens State responsibility to protect and improve the environment.
    2. Article 51A(g): Encourages responsible environmental stewardship.
    3. Intergenerational Equity: Supports sustainable industrial growth without locking in emissions.
    4. Polluter Responsibility: Encourages industry-led carbon management mechanisms.

    Conclusion

    Carbon Capture and Utilisation (CCU) bridges the gap between industrial growth and climate responsibility. It enables decarbonisation of hard-to-abate sectors while supporting circular economy and energy security objectives. However, large-scale deployment requires cost competitiveness, regulatory clarity, infrastructure development, and market incentives. Its effectiveness will depend on coordinated policy action, technological scaling, and institutional accountability aligned with India’s Net Zero 2070 pathway.

    PYQ Relevance

    [UPSC 2022] Discuss global warming and mention its effects on the global climate. Explain the control measures to bring down the level of greenhouse gases which cause global warming, in the light of the Kyoto Protocol, 1997.

    Linkage: Carbon Capture and Utilisation (CCU) directly fits under Kyoto Protocol-based mitigation mechanisms aimed at reducing industrial greenhouse gas emissions. It represents a technology-driven control measure to decarbonise hard-to-abate sectors while aligning with global climate commitments.

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  • Artificial Intelligence (AI) Breakthrough

    How are India firms training LLMs?

    Explained | Science Tech | Mains Paper 3: Awareness in various sc and tech fields

    Why in the News?

    India has made its first major push into foundational AI model training by releasing domestically developed 35B and 105B parameter LLMs using subsidised Graphics Processing Unit (GPU) infrastructure under the IndiaAI Mission. With over 36,000 GPUs commissioned and 4,096 allocated to select firms, the move marks a strategic shift from dependence on foreign frontier models to state-supported indigenous AI capability.

    Why Is Training Large Language Models on Indian Soil Financially and Logistically Challenging?

    1. GPU Dependence: Requires high-end Graphics Processing Units for model training and inference; combined hardware and electricity costs run into millions of dollars.
    2. Electricity Intensity: Compute-heavy training increases power consumption and operational expenses.
    3. Capital Requirements: Large upfront investment limits private-sector experimentation in foundational AI.
    4. Data Constraints: Internet training corpora disproportionately represent English and European languages.
    5. Token Inefficiency: Indian language tasks require more tokens due to translation layers, increasing inference cost.

    How Has the IndiaAI Mission Lowered Entry Barriers for Domestic AI Firms?

    1. Public Compute Infrastructure: Commissioned 36,000+ GPUs in domestic data centres operated by firms such as Yotta.
    2. Cluster Allocation: Provided 4,096 GPUs through a shared government compute facility.
    3. Subsidised Access: Enabled startups and researchers to train and deploy models at relatively nominal fees.
    4. Institutional Facilitation: Ministry of Electronics and Information Technology supports long-term indigenous AI capacity.
    5. Ecosystem Development: Encourages domestic research, experimentation, and AI entrepreneurship.

    How Does the Mixture of Experts (MoE) Architecture Improve Cost Efficiency in Model Deployment?

    1. Selective Activation: Activates only a fraction of parameters during inference rather than the full network.
    2. Compute Reduction: Lowers electricity consumption compared to dense models.
    3. Inference Efficiency: Enables large models such as 105B parameters to run at lower operational cost.
    4. Scalable Design: Allows domestic firms to optimise performance without matching trillion-parameter scale.
    5. Cost Competitiveness: Enhances feasibility of AI deployment in education, healthcare, and governance contexts.

    Does Parameter Size Alone Determine Strategic AI Capability?

    1. Model Scale: Domestic models at 35B and 105B parameters remain smaller than global frontier systems.
    2. Contextual Alignment: Designed for Indian languages and domestic sectoral use.
    3. Sector-Specific Model: A 17B multilingual model developed for education and healthcare applications.
    4. Incremental Scaling Strategy: Prioritises contextual performance before expanding model size.
    5. Capability Gap: Comparative benchmarking with frontier systems remains limited.

    How Does Linguistic Data Imbalance Affect Digital Inclusion?

    1. Language Dominance: English and European languages dominate global internet datasets.
    2. Indian Language Underrepresentation: Limits model accuracy in vernacular contexts.
    3. Translation Dependence: Machine translation remains inferior to native-language modelling.
    4. Governance Impact: Weak vernacular performance may affect citizen-facing digital services.
    5. Inclusion Objective: Indigenous LLMs aim to strengthen equitable AI access.

    What Transparency and Accountability Concerns Arise from Publicly Funded AI Infrastructure?

    1. Open-Source Ambiguity: Models described as open but not fully accessible on major global platforms.
    2. Limited Independent Scrutiny: Restricted external evaluation affects benchmarking.
    3. Public Investment Oversight: Large-scale GPU subsidies require measurable performance assessment.
    4. Benchmark Transparency: Absence of publicly standardised comparison metrics.
    5. Energy Governance: Limited disclosure of sustainability audits for compute-intensive infrastructure.

    Way Forward: Strengthening Indigenous AI Capacity

    1. Transparent Benchmarking: Establishes clear performance metrics for publicly funded LLMs against global standards to ensure accountability.
    2. Green Compute Standards: Mandates energy-efficiency norms and renewable integration for GPU-intensive data centres.
    3. Vernacular Data Expansion: Builds high-quality Indian language datasets through public–private collaboration.
    4. Outcome-Linked Subsidy: Links GPU allocation and funding to measurable innovation and adoption outcomes.
    5. Regulatory Framework: Defines standards for data governance, algorithmic transparency, and institutional accountability.

    Conclusion

    India’s entry into foundational LLM training marks a shift from AI consumption to domestic capability creation. Public compute subsidies under the IndiaAI Mission reduce entry barriers but require transparent benchmarking, fiscal oversight, and sustainability safeguards. Long-term competitiveness will depend on strengthening vernacular data ecosystems, improving cost-efficient architectures, and institutionalising regulatory accountability.

    PYQ Relevance

    [UPSC 2023] Introduce the concept of Artificial Intelligence (AI). How does AI help clinical diagnosis? Do you perceive any threat to privacy of the individual in the use of AI in healthcare?

    Linkage: Indigenous LLM development strengthens AI capability for governance and sectoral applications such as healthcare diagnostics. It simultaneously raises concerns of data protection, algorithmic transparency, and privacy, core issues highlighted in the 2023 AI question.

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  • Parliament – Sessions, Procedures, Motions, Committees etc

    Cabinet’s nod to rename Kerala as Keralam

    Explained | Polity | Mains Paper 2: Indian Constitution – historical underpinnings, evolution, features, amendments, significant provisions and basic structure

    Why in the News?

    The Union Cabinet approved the proposal to alter the name of Kerala to “Keralam” under Article 3 of the Constitution. The proposal follows unanimous resolutions passed by the Kerala Legislative Assembly in 2023 and 2024. The Centre will now refer the Bill to the State Legislature for views before Parliamentary approval. The change aligns the English name with its Malayalam usage and corrects what the state considers a historical anomaly in the First Schedule of the Constitution.

    The development also contrasts with stalled demands such as West Bengal’s proposal to rename itself as Bangla. This raised questions about uniformity and political considerations in Centre-State relations.

    How does Article 3 of the Constitution regulate alteration of state names, and what does it reveal about federal balance?

    1. Article 3 Provision: Empowers Parliament to form new states, alter boundaries, or change names of existing states.
    2. Presidential Reference: Requires the President to refer the Bill to the concerned State Legislature for its views. The President must refer the bill to the state legislature within a specified period.
    3. Non-Binding Opinion: State Legislature’s views are not binding on Parliament. Parliament is not bound to accept or act upon the views of the state legislature.
    4. Parliamentary Supremacy: Final decision rests with Parliament through simple majority.
    5. Constitutional Amendment Not Required: Change of name does not require Article 368 amendment; modification of First Schedule suffices.

    Article 3 demonstrates that India is an “indestructible Union of destructible states”. It highlights a unitary bias within the federal structure. This is because the Parliament can unilaterally reorganize the territory of a state without its consent, prioritizing national administrative and political considerations over state autonomy

    What historical and linguistic factors underpin the demand to rename Kerala as ‘Keralam’?

    1. Linguistic Identity: “Keralam” is the Malayalam name of the state.
    2. State Reorganisation (1956): Formed on 1 November 1956 under the States Reorganisation Act on linguistic basis.
    3. First Schedule Anomaly: English name “Kerala” differs from Malayalam usage.
    4. Assembly Resolutions (2023 & 2024): Unanimously passed resolutions requesting amendment under Article 3.
    5. Kerala Piravi Day: Observed on 1 November marking linguistic reorganisation.

    What governance and administrative implications arise from renaming a state?

    1. Statutory Changes: Requires amendments in central and state laws referencing the state name.
    2. Administrative Revisions: Updating official records, seals, stationery, digital platforms.
    3. Financial Implications: Expenditure on branding, documentation, and communication.
    4. Diplomatic Communication: Change to be reflected in official communications and treaties.
    5. Public Identity Alignment: Harmonises constitutional name with linguistic usage.

    How does this development fit within India’s broader history of renaming and identity politics?

    1. Bombay to Maharashtra (1960): Linguistic reorganisation.
    2. Madras to Tamil Nadu (1969): Cultural assertion.
    3. Orissa to Odisha (2011): Corrected anglicised spelling via constitutional amendment.
    4. Uttaranchal to Uttarakhand (2007): Regional identity assertion.
    5. West Bengal-Bangla Demand: Illustrates pending identity-based renaming request.

    Conclusion

    The proposal to rename Kerala as “Keralam” reflects the dynamic character of Indian federalism, where linguistic identity operates within a clearly defined constitutional framework. Article 3 balances parliamentary supremacy with consultative federalism, ensuring that state aspirations are processed through institutional mechanisms rather than political discretion alone. The development underscores the continuing relevance of linguistic reorganisation in post-independence India and highlights the need for consistency, transparency, and procedural integrity in handling similar demands. Ultimately, the episode reaffirms that constitutional flexibility remains central to accommodating identity-based aspirations within the unity of the Indian Union

    PYQ Relevance

    [UPSC 2020] How far do you think cooperation, competition and confrontation have shaped the nature of federation in India? Cite some recent examples to validate your answer.

    Linkage: It tests the dynamic nature of Indian federalism under GS II (Centre-State Relations), focusing on cooperative and competitive dimensions within constitutional design. It links directly to developments like the Article 3 process for renaming Kerala as “Keralam,” GST negotiations, and Centre-State disputes over governors and fiscal devolution.

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  • Foreign Policy Watch: India-Middle East

    As PM visits Israel, how ties evolved over the years

    Explained | International Relations | Mains Paper 2: Bilateral, Regional and Global Groupings and agreements involving India

    Why in the News? 

    Prime Minister Narendra Modi’s 2026 visit to Israel comes amid the Gaza conflict, US-Iran tensions, and shifting West Asian geopolitics. Since the first-ever standalone PM visit in 2017, ties have become overtly strategic, particularly in defence and technology. The visit is significant as India balances Israel partnership, Gulf energy interests, and the IMEC corridor in a volatile regional environment.

    How has India’s diplomatic engagement with Israel evolved from hesitancy to strategic normalization?

    1. Early Recognition (1950): India recognized Israel but avoided full diplomatic engagement due to Non-Aligned Movement priorities and domestic political considerations.
    2. Delayed Diplomatic Relations (1992): Full diplomatic ties established after Cold War end and Madrid Peace Conference; marked policy recalibration.
    3. Strategic Dehyphenation Policy (Post-2014): India delinked Israel relations from Palestine engagement; PM Modi’s 2017 visit excluded Ramallah, first such shift.
    4. Reciprocal High-Level Visits: Israeli PM Netanyahu visited India in 2018; sustained political signalling strengthened bilateral trust.
    5. Institutionalization of Strategic Partnership: Defence, agriculture, innovation forums and joint working groups operationalized cooperation.

    How has defence cooperation reshaped the strategic character of India-Israel relations?

    1. Defence Procurement: Israel emerged as one of India’s top three defence suppliers; supplies include UAVs, radar systems, Barak missiles, and precision munitions.
    2. Operational Support: Israel reportedly supplied emergency defence equipment during Kargil War (1999); deepened strategic trust.
    3. Technology Transfer: Joint development projects such as Barak-8 missile system strengthened indigenous capacity.
    4. Cyber and Intelligence Cooperation: Collaboration in counter-terrorism, border security, surveillance technology.
    5. Post-October 7 Context: Defence cooperation remains critical amid heightened regional security tensions.

    How does India balance its Israel partnership with West Asian geopolitics and domestic considerations?

    1. Energy Dependence: India imports significant crude oil from Gulf nations; requires diplomatic balance with Saudi Arabia, UAE, Qatar.
    2. Diaspora Factor: Nearly 9 million Indians reside in Gulf countries; remittances influence economic diplomacy.
    3. Palestine Position: India continues to support two-state solution in multilateral forums; abstentions at UN reflect calibrated diplomacy.
    4. US-Iran Rivalry: Tensions in West Asia complicate India’s strategic calculus; Chabahar port interests intersect with regional dynamics.
    5. Domestic Political Optics: Visits to Israel attract political attention due to communal sensitivities.

    How does economic and technological cooperation expand beyond defence into developmental governance?

    1. Agriculture Cooperation: Centers of Excellence across Indian states improve drip irrigation, horticulture yields.
    2. Water Management: Israeli water recycling and desalination technologies deployed in Indian urban projects.
    3. Innovation Partnerships: India-Israel Industrial R&D Fund supports joint startups and technology incubation.
    4. IMEC Integration: India-Middle East-Europe Corridor aims to enhance connectivity linking India with Europe via Israel.
    5. Startup Ecosystem Collaboration: Cybersecurity, AI, agri-tech exchanges institutionalized.

    How do regional conflicts and Abraham Accords reshape India’s strategic calculations?

    1. Abraham Accords (2020): Israel normalized relations with UAE and Bahrain; reduced diplomatic friction for India’s parallel engagements.
    2. Gaza Conflict (2023-26): Regional instability affects energy markets and shipping routes.
    3. Red Sea Security Concerns: Houthi attacks disrupted maritime trade; impacts India’s export routes.
    4. IMEC Uncertainty: Corridor viability linked to regional stability.
    5. Multipolar Engagement: India maintains ties with Israel, Iran, Arab states, and US simultaneously.

    Does the evolution of India-Israel ties reflect a broader shift in India’s foreign policy doctrine?

    1. Strategic Autonomy 2.0: Engagement without bloc alignment; issue-based partnerships.
    2. From Ideology to Pragmatism: Shift from Third World solidarity emphasis to technology-security driven diplomacy.
    3. Security-Centric Foreign Policy: Counter-terrorism cooperation prioritized.
    4. West Asia as Extended Neighbourhood: Integrated into India’s Act West policy.
    5. Balancing Multi-Vector Diplomacy: Simultaneous engagement with Israel, Palestine, Gulf, Iran.

    Conclusion

    India-Israel relations have transitioned from cautious engagement to structured strategic partnership driven by defence cooperation, technology collaboration, and geopolitical convergence. The relationship now operates within a broader West Asian recalibration marked by the Abraham Accords, Gaza conflict, US-Iran tensions, and emerging connectivity frameworks such as IMEC. India’s approach reflects calibrated strategic autonomy, strengthening security ties with Israel while safeguarding energy, diaspora, and political interests in the Gulf. The durability of this partnership will depend on India’s ability to sustain multi-vector diplomacy, manage regional instability, and align bilateral cooperation with long-term national interests.

    PYQ Relevance

    [UPSC 2018] “India’s relations with Israel have, of late, acquired a depth and diversity, which cannot be rolled back” Discuss.

    Linkage: It directly mirrors the theme of strategic normalization post-2014, defence cooperation, and technological partnership discussed in the article. It tests understanding of irreversible strategic convergence despite West Asian volatility.

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  • Electoral Reforms In India

    On the independence of EC

    Explained | Polity | Mains Paper 2: Constitutional Bodies

    Why in the News?

    The independence of Election Commission of India as an issue has resurfaced following allegations of large-scale irregularities in electoral rolls, particularly during the Special Intensive Revision (SIR) exercise in Bihar, where nearly 65 lakh voters were reportedly deleted. The Opposition has moved a resolution seeking removal of the Chief Election Commissioner (CEC), marking a rare and politically significant development. The controversy also follows the enactment of the Chief Election Commissioner and Other Election Commissioners (Appointment, Conditions of Service and Term of Office) Act, 2023, which altered the appointment process after the Supreme Court’s intervention in Anoop Baranwal v. Union of India (2023).

    Does Article 324 Provide Adequate Constitutional Safeguards for Electoral Autonomy?

    1. Constitutional Mandate: The Election Commission of India derives authority from Article 324 of the Constitution, which vests in it the superintendence, direction, and control of elections to Parliament, State Legislatures, and the offices of President and Vice-President. Ensures centralized electoral authority insulated from executive interference.
    2. Security of Tenure: CEC removal follows procedure identical to Supreme Court judges under Article 124(4). Ensures high threshold for removal.
    3. Protection of Conditions of Service: Service conditions cannot be varied to disadvantage after appointment. Prevents executive pressure.
    4. Institutional Permanence: Establishes ECI as a constitutional body, not a statutory authority. Strengthens structural autonomy.

    How Has the 2023 Appointment Law Altered the Balance Between Executive and Institutional Independence?

    1. Legislative Intervention: The Chief Election Commissioner and Other Election Commissioners (Appointment, Conditions of Service and Term of Office) Act, 2023, replaced earlier executive practice. Regulates appointment and removal.
    2. Selection Committee Composition: Includes Prime Minister, Union Minister, and Leader of Opposition. Excludes Chief Justice of India (as mandated temporarily in Anoop Baranwal judgment).
    3. Judicial Background: Supreme Court in Anoop Baranwal v. Union of India (2023) directed inclusion of CJI until Parliament enacted a law. Strengthened interim institutional balance.
    4. Subsequent Change: Parliament removed CJI from the selection panel. Raises concerns regarding executive dominance.
    5. Institutional Impact: Alters equilibrium between executive participation and perceived neutrality.

    Do Allegations Regarding Electoral Roll Revisions Indicate Structural Weaknesses in Electoral Administration?

    1. Special Intensive Revision (SIR): Conducted to update voter rolls. Ensures accuracy and elimination of duplication.
    2. Reported Deletions: Approximately 65 lakh voters allegedly deleted in Bihar during SIR exercise. Raises questions regarding procedural safeguards.
    3. Democratic Significance: Article 326 guarantees universal adult franchise. Voter deletion directly affects representational legitimacy.
    4. Administrative Transparency: Requires verification, notice, and opportunity to respond. Ensures natural justice.
    5. Institutional Credibility: Large-scale deletion without adequate communication undermines public trust.

    What Is the Constitutional Procedure for Removal of the CEC and Other Commissioners?

    1. CEC Removal: Follows impeachment-like process under Article 324(5) read with Article 124(4). Requires special majority in Parliament.
    2. Other Commissioners: Removable on recommendation of CEC. Ensures hierarchical internal protection.
    3. Judges Inquiry Act, 1968 Framework: Provides investigative procedure in cases of misbehaviour or incapacity.
    4. Parliamentary Safeguard: High voting threshold prevents arbitrary removal.
    5. Accountability Mechanism: Balances independence with constitutional responsibility.

    Does Political Contestation Around the ECI Undermine Democratic Legitimacy?

    1. Bipartisan Respect: Constitutional bodies require cross-party legitimacy. Strengthens democratic culture.
    2. Opposition’s Motion: Indicates political dissatisfaction. Signals institutional strain.
    3. Majoritarian Context: Removal unlikely without sufficient parliamentary majority. Demonstrates structural protection.
    4. Rule of Law Principle: Ensures allegations are examined within a constitutional framework.
    5. Public Confidence: Perceived politicisation reduces electoral credibility.

    How Does the Doctrine of Basic Structure Protect the Election Commission?

    1. Basic Structure Doctrine: Free and fair elections form part of the basic structure (Indira Gandhi v. Raj Narain, 1975).
    2. Judicial Review: Courts can intervene if legislative action undermines electoral fairness.
    3. Constitutional Morality: Requires institutions to operate beyond partisan interests.
    4. Separation of Powers: Prevents concentration of electoral authority under executive control.

    Conclusion

    The constitutional architecture provides significant safeguards for the Election Commission’s independence. However, institutional credibility depends not only on legal protections but also on transparent processes, bipartisan trust, and adherence to constitutional morality. Ensuring free and fair elections remains foundational to India’s democratic order.

    PYQ Relevance

    [UPSC 2018] In the light of recent controversy regarding the use of Electronic Voting Machine (EVM), what are the challenges before the Election Commission of India to ensure the trustworthiness of elections in India?

    Linkage: It tests institutional accountability and public trust in elections, aligning with concerns over electoral roll revision and legitimacy.

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  • Terrorism and Challenges Related To It

    Centre unveils policy to tackle terror threats

    Explained | Security Issues | Mains Paper 3: External State & Non-State Actors: Challenges To Internal Security.

    Why in the News?

    The Union Home Ministry has unveiled India’s first National Counter Terrorism Policy and Strategy (PRAHAAR). The policy seeks to criminalise all terrorist acts, disrupt terror financing, deny logistical support, and strengthen coordination across Central and State agencies. The policy marks a structural shift from reactive counter-terror responses to an integrated, ecosystem-based national security framework covering land, air, water, cyber, and financial domains. The move assumes significance amid rising cross-border terrorism, drone-enabled attacks, and digital radicalisation.

    What is the rationale behind this policy?

    1. The move follows the April 22, 2025 Pahalgam terror incident, which exposed vulnerabilities in intelligence coordination and emerging drone misuse. 
    2. Previously, counter-terror responses were largely reactive and dispersed across agencies without a single doctrinal framework. 
    3. The policy is significant because it integrates prevention, detection, prosecution, and financial disruption under one strategy, covering both state and non-state actors. 
    4. It also formally recognises technological threats such as encrypted platforms, cryptocurrency, and dark web logistics, marking a shift from traditional cross-border terror focus to hybrid and networked terror ecosystems.

    What is the doctrinal architecture of PRAHAAR: Pillar-wise Breakdown

    1. P-Prevention of Terror Attacks; Focus: Intelligence-led, proactive neutralisation. It includes
      1. Intelligence Primacy: Intelligence-guided counter-terror approach; threat neutralisation before execution.
      2. MAC & JTFI Framework: Real-time intelligence aggregation through Multi Agency Centre (MAC) and Joint Task Force on Intelligence under IB.
      3. OGW Disruption: Systematic dismantling of Over Ground Worker logistics and recruitment networks.
      4. Cyber Disruption: Targeting online propaganda, recruitment modules, encrypted communication misuse.
      5. Critical Infrastructure Security: Protection of power, railways, aviation, ports, defence, space, atomic energy sectors.
      6. Border Surveillance: Technological tools deployed across land, air and maritime frontiers.
      7. Core Shift: From reactive policing to preventive security architecture.
    2. R-Responses (Swift & Proportionate); Focus: Layered operational response model. It includes:
      1. Local Police as First Responder: Federal structure respected; decentralised operational response.
      2. State ATS & Special Counter terrorism (CT) Units: Specialised anti-terror forces in vulnerable States.
      3. NSG as National Nodal Force: National Security Guard for major attacks and capacity building.
      4. SOP-Based Coordination: Standard Operating Procedures for apex-level coordination via MHA.
      5. CAPF Deployment: Central Armed Police Forces assisting States in counter-terror operations.
      6. High Conviction Emphasis: NIA-led investigations ensuring deterrence through prosecution.
      7. Core Shift: Structured escalation matrix for response.
    3. A-Aggregating Internal Capacities; Focus: Whole-of-Government synergy. It includes:
      1. Modernisation Mandate: Continuous upgradation of weapons, surveillance tools, training modules.
      2. Standardisation Across States: Uniform anti-terror structures, investigation methodologies.
      3. BPR&D Role: Training and best practice dissemination for State Police & CAPFs.
      4. NSG Urban Combat Training: Specialised combat readiness for metropolitan threats.
      5. Resource Gap Identification: Institutional capacity audit and correction
      6. Core Shift: Elimination of silo-based security functioning.
    4. H-Human Rights & Rule of Law Based Processes; Focus: Constitutional legitimacy. It includes:
      1. Legal Framework Anchoring: The Unlawful Activities (Prevention) Act (UAPA), 1967, as principal law; supported by BNS 2023, BNSS 2023, BSA 2023, PMLA 2002, Arms Act 1959, Explosives Act 1908.
      2. Judicial Oversight: Multi-tier judicial review up to the Supreme Court.
      3. Human Rights Act 1993: Protection against rights violations.
      4. International Commitments: Adherence to Universal Declaration of Human Rights (UDHR) 1948 and International Covenant on Civil and Political Rights (ICCPR).
      5. Due Process Safeguards: Appeals and legal redressal mechanisms ensured.
      6. Core Shift: Security operations embedded within constitutional democracy.
    5. A-Attenuating Conditions Conducive to Terrorism; Focus: Addressing root drivers. It includes:
      1. Graded De-radicalisation: Calibrated intervention based on degree of radicalisation.
      2. Community Engagement: Involvement of religious leaders, NGOs, moderate preachers.
      3. Prison Monitoring: Preventing indoctrination within correctional facilities.
      4. Youth Engagement: Constructive programs to prevent extremist recruitment.
      5. Socio-Economic Interventions: Addressing poverty, unemployment, housing and education gaps.
      6. Women & Youth Empowerment Schemes: Scholarships and loan support to reduce vulnerability.
      7. Core Shift: Terrorism treated as socio-psychological and developmental challenge, not merely law-and-order issue.
    6. A-Aligning & Shaping International Efforts; Focus: Transnational cooperation. It includes:
      1. Mutual Legal Assistance Treaties (MLATs) & Extradition Treaties: Legal cooperation for evidence sharing and fugitive return.
      2. Joint Working Groups (JWG): Bilateral intelligence engagement platforms.
      3. UN Designation Support: Pursuit of global terrorist listings.
      4. Agency-to-Agency Cooperation: Intelligence sharing with foreign counterparts.
      5. Global ICT Misuse Countering: Addressing terrorist exploitation of digital ecosystems.
      6. Core Shift: Counter-terror extended beyond national jurisdiction.
    7. R-Recovery & Resilience (Whole-of-Society Approach); Focus: Post-attack stabilisation. It includes:
      1. Public-Private Partnership: Private sector participation in recovery.
      2. Civil Administration Leadership: Reconstruction and restoration.
      3. Psychological Rehabilitation: Doctors, psychologists, civil society involvement.
      4. Community Reintegration: Social healing and confidence rebuilding.
      5. Preventive Reinforcement: Strengthened security measures post-incident.
      6. Core Shift: From counter-terror to societal resilience model.

    How Does the Policy Restructure India’s Counter-Terror Governance Framework?

    1. National Framework Institutionalisation: Establishes India’s first unified counter-terror doctrine integrating Centre-State coordination.
    2. Ecosystem Approach: Targets not only terrorists but also financiers, handlers, recruiters, and facilitators.
    3. Multi-Domain Coverage: Addresses threats across land, air, water, cyber, and financial systems.
    4. Inter-Agency Coordination: Strengthens operational synergy among intelligence, enforcement, and financial monitoring agencies.
    5. Legal Backing: Aims to criminalise all forms of terrorist support infrastructure.

    How Does the Policy Address Cross-Border and State-Sponsored Terrorism?

    1. Recognition of Proxy Warfare: Identifies state and non-state actors targeting India through terrorism.
    2. Cross-Border Networks: Acknowledges foreign handlers coordinating logistics and recruitment.
    3. Global Jihadist Linkages: Notes influence of outfits such as Al-Qaeda and IS in inciting lone-wolf or cell-based violence.
    4. Punjab & J&K Linkages: Recognises drone-based smuggling of arms and narcotics across borders.
    5. Transnational Cooperation: Emphasises international collaboration to counter financing and safe havens.

    How Does the Policy Respond to Emerging Technological Threats?

    1. Drone Regulation: Identifies misuse of drones for smuggling arms and reconnaissance.
    2. Encrypted Platforms: Flags encrypted messaging apps as tools for coordination.
    3. Cryptocurrency Monitoring: Recognises dark web and crypto wallets as terror-financing channels.
    4. Cyber Radicalisation: Targets online propaganda and recruitment networks.
    5. Digital Forensics: Strengthens use of technical intelligence in disruption operations.

    How Does the Policy Strengthen Preventive and Pre-Emptive Mechanisms?

    1. Pre-Emptive Intelligence: Enhances predictive threat assessment models.
    2. Community Engagement: Involves civil society and religious leaders to counter radicalisation.
    3. Youth De-Radicalisation: Focuses on preventing extremist recruitment among youth.
    4. Capacity Building: Improves training of state police forces in counter-terror techniques.
    5. Chemical, Biological, Radiological, Nuclear, and high-yield Explosives (CBRNE) Preparedness: Recognises risks of Chemical, Biological, Radiological, Nuclear, and Explosive materials.

    How Does the Policy Reinforce Institutional Accountability and Federal Balance?

    1. Central-State Synergy: Promotes coordinated response while respecting federal structure.
    2. Role of NIA: Strengthens investigative mandate of the National Investigation Agency in major terror cases.
    3. Legal Standardisation: Ensures uniform procedures across states.
    4. Process Standardisation: Encourages similar and synergistic response frameworks.
    5. Parliamentary Oversight Potential: Opens scope for legislative scrutiny of implementation effectiveness.

    What Are the Regulatory and Legal Implications of the Policy?

    1. Criminalisation Framework: Broadens scope to include logistical and financial support.
    2. Financial Disruption: Targets funding channels through financial intelligence units.
    3. Safe Haven Denial: Focuses on dismantling recruitment and shelter networks.
    4. Surveillance Expansion: Raises concerns on balancing security with privacy rights under Article 21.
    5. Counter-Terror Cell Coordination: Enhances role of specialised Counter Terrorism Cells.

    Conclusion

    The National Counter Terrorism Policy marks a transition from fragmented counter-terror responses to a structured, ecosystem-based security doctrine. Its effectiveness will depend on inter-agency coordination, federal cooperation, technological capability, and safeguards against misuse. Institutional balance between national security and civil liberties remains central to sustainable implementation.

    PYQ Relevance

    [UPSC 2023] Give out the major sources of terror funding in India and the efforts being made to curtail these sources. In the light of this, also discuss the aim and objective of the ‘No Money for Terror (NMFT)’ Conference recently held at New Delhi in November 2022.

    Linkage: This question directly maps to GS Paper 3 (Internal Security), particularly terror financing, money laundering, and transnational security cooperation. It links with India’s PRAHAAR doctrine and NMFT initiative, highlighting the financial disruption pillar of counter-terror strategy and global coordination against terror funding networks.

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