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  • India’s push for sovereign artificial intelligence

    Why in the News?

    India’s drive for “sovereign AI” is being spotlighted through indigenous foundation models built for Indian languages and needs. The aim is to reduce dependence on foreign artificial intelligence systems by building domestic models and compute infrastructure, treating this as a matter of technological sovereignty.

    What is sovereign AI?

    1. Meaning: Sovereign artificial intelligence (AI) is the capacity to build and control foundational AI models, data and compute within the country.
    2. Rationale: It reduces reliance on foreign-owned models and infrastructure for strategically important services.
    3. Language focus: For India, it centres on models that work across Indian languages rather than only English.

    What is a foundation model?

    1. Meaning: A foundation model is a large AI model trained on vast data that can be adapted to many downstream tasks.
    2. Indian effort: Indigenous efforts aim to build a trillion-parameter foundation model tuned to Indian contexts.
    3. Language coverage: Related work, such as AI4Bharat, targets speech and language processing across the 22 scheduled Indian languages.

    Why does sovereign AI matter?

    1. Strategic autonomy: Controlling core AI capability avoids dependence on foreign systems for critical applications.
    2. Linguistic inclusion: Models covering Indian languages extend AI services to non-English speakers.
    3. Compute base: Domestic compute infrastructure is the physical foundation on which sovereign AI depends.

    Conclusion

    Sovereign AI reframes artificial intelligence as strategic infrastructure India must control, not merely import. Indigenous foundation models and coverage of the 22 scheduled languages are its concrete goals. Domestic compute capacity is the precondition that determines whether the ambition is realised.

    PYQ Relevance

    [UPSC 2020] With the present state of development, Artificial Intelligence can effectively do which of the following?

    1. Bring down electricity consumption in industrial units 2. Create meaningful short stories and songs 3. Disease diagnosis 4. Text-to-Speech Conversion 5. Wireless transmission of electrical energy

    Select the correct answer using the code given below: (a) 1, 2, 3 and 5 only (b) 1, 3 and 4 only (c) 2, 4 and 5 only (d) 1, 2, 3, 4 and 5

    Answer: (b)

  • Why India struggles to retain its scientists

    Why in the News

    A wave of resignations, including about 120 from the Indian Space Research Organisation, has reopened the question of why India produces skilled scientists but fails to keep them. The argument locates the problem not in talent or pay alone, but in the bureaucratic culture of research institutions that erodes professional autonomy.

    What is the retention problem?

    1. Scale of exits: About 120 scientists resigned from the Indian Space Research Organisation (ISRO), signalling a retention issue in premier institutions.
    2. Talent drain: Skilled researchers are moving to private and foreign institutions that offer better conditions.
    3. Not only pay: The problem is framed as professional environment and dignity, not compensation alone.

    What drives scientists away?

    1. Bureaucratic hierarchy: Colonial-era administrative hierarchies subordinate scientists to non-scientific control.
    2. Weak autonomy: Limited freedom over research direction and funding frustrates working scientists.
    3. Poor grievance redressal: Absent transparent grievance mechanisms, institutional disputes go unresolved.

    What would improve retention?

    1. Administrative reform: Streamlining bureaucratic control over research bodies such as the Council of Scientific and Industrial Research (CSIR) would restore autonomy.
    2. Professional dignity: Recognising scientists as decision-makers, not subordinates, addresses the core grievance.
    3. Transparent processes: Clear grievance redressal and funding rules reduce the friction pushing talent out.

    Conclusion

    India’s problem is not producing scientists but retaining them, and the cause is institutional culture, not talent or pay alone. Bureaucratic hierarchy and weak autonomy drive researchers to private and foreign institutions. Administrative reform that restores professional autonomy is the fix.

    Back2Basics

    Brain Drain to Brain Circulation

    1. Brain Drain: The emigration of highly skilled professionals, scientists, and researchers to other countries in search of better research opportunities, funding, salaries, or working conditions, resulting in a loss of talent for the home country.
    2. Brain Circulation: A model in which skilled professionals move across countries but continue to contribute to their home country through research collaborations, joint publications, mentoring, technology transfer, investments, or by eventually returning with enhanced expertise.

    Why Brain Circulation is Better

    1. Converts migration into a knowledge network rather than a permanent loss.
    2. Promotes international collaborations and access to cutting-edge research.
    3. Facilitates technology transfer and innovation.
    4. Enables return of experienced researchers with global best practices.
    5. Strengthens India’s research ecosystem without requiring every scientist to remain permanently in India.

    How India can promote Brain Circulation

    1. Create flexible return fellowships and re-entry grants.
    2. Strengthen collaboration with the Indian scientific diaspora through joint research projects and visiting professorships.
    3. Offer competitive funding, modern laboratories, and greater institutional autonomy.
    4. Simplify recruitment and administrative procedures for returning scientists.
    5. Encourage industry-academia-global research partnerships.

    PYQ Relevance

    [UPSC 2024] India is second in patent filings, yet only a few patents are commercialized. Explain the reasons.

    Linkage: The PYQ examines challenges in India’s research and innovation ecosystem. The article explains that retaining scientific talent through greater autonomy and better governance is essential for improving research output and commercialization.

  • [3rd August 2026] The Hindu OpED: Strong health systems for all with better public spending 

    PYQ Relevance
    [UPSC 2024] In a crucial domain like the public healthcare system, the Indian State should play a vital role to contain the adverse impact of marketisation of the system. Suggest some measures through which the State can enhance the reach of public healthcare at the grassroots level.
    Linkage: The PYQ focuses on strengthening public healthcare through better financing and governance. The article shows how efficient spending, preventive care, and stronger governance can improve grassroots healthcare despite limited funds.

    Mentor’s Comment

    As donor countries reduce health aid and developing countries face rising debt repayments, increasing health funding for low- and middle-income countries (LMICs) is not a realistic option in the near future. The focus has therefore shifted to using existing health budgets more effectively through full utilisation of funds, greater investment in preventive and public health, and better governance. However, while improving efficiency is essential, it cannot fully overcome the basic problem of inadequate per-person health spending.

    Why does the LMIC health financing gap appear to be narrowing but is actually widening?

    1. GDP-share convergence: The health expenditure gap between LMICs and high-income countries as a share of GDP narrowed from 2.05 percentage points in 2000 to 1.68 percentage points in 2023.
    2. Per capita divergence: In per capita terms, the same gap has expanded more than three-fold over the same period.
    3. Absolute shortfall: Per capita public spending on universal health coverage in LMICs, including government expenditure and off-budget aid, is about half the minimum benchmark identified by the World Bank.
    4. Misleading metric: A GDP-share comparison understates the real resource gap. LMIC economies and populations are growing, so per capita spending is the more accurate measure of unmet need.

    Why can LMICs no longer count on external aid or fiscal headroom to close this gap?

    1. DAH peak and reversal: Development assistance for health (DAH) peaked in 2021 during the COVID-19 pandemic and has declined sharply since.
    2. US cuts: The United States, historically the source of over a third of global DAH, announced a 67% cut to foreign assistance in early 2025.
    3. Allied cuts: The United Kingdom, France, and Germany followed with cuts of 39%, 35%, and 12% respectively.
    4. Projected decline: The OECD projects health funding could fall by up to 60% from its 2022 peak.
    5. Debt burden: Global public debt reached $102 trillion in 2024. Developing countries owed $31 trillion of this, growing twice as fast as advanced-country debt since 2010.
    6. Crowding out: Developing countries paid a record $921 billion in net interest payments in 2024, leaving less fiscal space for health.

    Why does allocated health money not reach the ground in LMICs?

    1. Execution rates: LMIC health budgets are executed at 85-90%, lower than execution rates for the general budget and for education.
    2. Deprioritisation at implementation: Underspending against allocation amounts to a deprioritisation of health at the implementation stage, even when the budget itself was adequate on paper.
    3. India infrastructure mission: A parliamentary panel found only about two-thirds of the allocation for the flagship health infrastructure mission was spent in 2024-25.
    4. India disease programmes: Within the National Health Mission, only 26% of the money earmarked for communicable and non-communicable disease programmes was used that year.
    5. Category-wise variation: Wage and salary budgets are implemented in full. Spending on goods and services is underutilised. Health workers are left without adequate supplies and equipment.

    Why does the composition of health spending matter as much as its volume?

    1. Curative bias: A large share of public health spending goes to curative care at the secondary and tertiary levels rather than preventive, primary care.
    2. India preventive share: India spends less than one-fourth of public health money on preventive care, per London School of Hygiene & Tropical Medicine estimates.
    3. Public goods logic: Public health money delivers the highest impact when spent on classic public goods such as infectious disease control or sanitation, where market failure prevents private provision.
    4. Evidence on outcomes: Public health spending markedly improves infectious disease outcomes through access, vaccination, and sanitation. It does far less for maternal, child, and non-communicable disease outcomes.
    5. Emerging pressure: Ageing populations will increase the need for spending on chronic disease risk factors, early detection, and management.

    How does governance quality determine whether health spending converts into health outcomes?

    1. Governance-spending interaction: Countries with lower corruption and stronger bureaucratic quality see greater positive effects of public health spending on outcomes such as child mortality.
    2. Converse risk: Increasing spending where governance is weak does not reliably improve outcomes.
    3. Decentralisation challenge: Growing decentralisation of service delivery makes subnational governance quality increasingly central to health outcomes.
    4. PFM components: Budget credibility, timely cash disbursement, and flexible budgets that can respond to unforeseen circumstances such as pandemics are central to good public finance management.
    5. Provider involvement: Involving public health providers in budget processes improves both their accountability and motivation.
    6. Procurement: Improving procurement processes helps achieve greater value for money in health-sector resources.

    Does spending health money better substitute for spending more, or does it merely defer the underlying financing question?

    1. Efficiency as necessity, not choice: With external aid contracting and fiscal space shrinking, efficiency reforms are being pushed as the primary lever, not because they are sufficient but because more money is currently unavailable.
    2. Limits of efficiency: Even full execution and optimal prioritisation cannot close a financing gap that stems from an absolute shortfall in per capita resources relative to benchmarks.
    3. Equity argument: Returns to health spending are greatest exactly where outcomes are poorest. Underfunded LMICs stand to lose the most from a financing pullback that efficiency measures alone cannot offset.
    4. Unresolved question: The article does not specify how the residual financing gap, after full execution and reprioritisation, will eventually be closed.

    Conclusion

    The contraction of development assistance for health and the fiscal squeeze from rising public debt have made the additional-financing pathway to closing LMIC health gaps unreliable. The immediate policy response must be to spend existing health budgets more fully, reprioritise toward preventive and public-goods spending, and strengthen governance and public finance management. These measures improve outcomes per rupee spent but do not eliminate the underlying financing shortfall. Since returns to health spending are highest where outcomes are worst, the case for restoring adequate financing remains unresolved.

  • The legal patchwork facing doxxing victims in India

    Why in the News?

    The online targeting of women protesters has highlighted the absence of a dedicated law against doxxing in India, forcing victims to rely on scattered legal provisions.

    What is Doxxing?

    • Doxxing is the unauthorised public disclosure of a person’s private or personal information online to harass, intimidate or threaten them.
    • It can lead to stalking, identity theft, threats and physical harm.

    Existing Legal Framework

    • Bharatiya Nyaya Sanhita (BNS), 2023: Provisions relating to stalking, criminal intimidation and harassment.
    • Information Technology (IT) Act, 2000: Covers privacy violations and unauthorised disclosure of personal information.
    • Information Technology (Intermediary Guidelines and Digital Media Ethics Code) Rules, 2021: Prescribe due diligence obligations for online platforms and provide safe harbour protection.

    Challenges

    • No specific offence for doxxing under Indian law.
    • Delays in content removal and prosecution.
    • Difficulty in fixing platform liability due to safe harbour provisions.
    • Rising digital threats to privacy and safety.

    Prelims Facts

    • The Digital Personal Data Protection (DPDP) Act, 2023 governs the processing of personal digital data but does not specifically criminalise doxxing.
    • Safe Harbour under Section 79 of the Information Technology (IT) Act, 2000 protects intermediaries from liability if they comply with due diligence requirements.

    [2024] Under which of the following Articles of the Constitution of India, has the Supreme Court of India placed the Right to Privacy?

    (a) Article 15

    (b) Article 16

    (c) Article 19

    (d) Article 21

  • India imposes Minimum Import Price on PVC resin to curb import dependence

    Why in the News?

    The Government has imposed a Minimum Import Price (MIP) of US$0.766/kg on PVC (Polyvinyl Chloride) Suspension Resin to protect domestic manufacturers from cheap imports.

    What is MIP?

    • Minimum Import Price (MIP) is the minimum price below which a product cannot be imported.
    • It protects domestic industries from low-priced imports.
    • Unlike anti-dumping duty, MIP applies to all imports, irrespective of the exporting country.

    What is DGTR?

    • The Directorate General of Trade Remedies (DGTR) investigates unfair trade practices.
    • It recommends: Anti-dumping duties, Countervailing duties, and Safeguard measures

    Why was MIP Imposed?

    • Protect domestic PVC manufacturers from cheap imports.
    • Address import dependence due to insufficient domestic production.
    • Exemptions are available for:
      • Export Oriented Units (EOUs)
      • Special Economic Zones (SEZs)
      • Advance Authorisation Scheme imports.

    Challenges

    • Higher input costs for PVC-based industries.
    • Possible disputes at the World Trade Organization (WTO).
    • Does not address the domestic capacity gap.
    • Requires strict customs enforcement against under-invoicing.

    Prelims Facts

    • India uses MIP, anti-dumping duty, countervailing duty and safeguard duty as trade remedy measures.
    • PVC (Polyvinyl Chloride) is a widely used plastic in pipes, cables, packaging and construction.
    • DGTR functions under the Department of Commerce, Ministry of Commerce and Industry.

    [2020] With reference to the international trade of India at present, which of the following statements is/are correct?

    1.India’s merchandise exports are less than its merchandise imports.
    2.India’s imports of iron and steel, chemicals, fertilisers and machinery have decreased in recent years.
    3.India’s exports of services are more than its imports of services.
    4.India suffers from an overall trade/current account deficit.
    Select the correct answer using the code given below:
    a) 1 and 2 only
    b) 2 and 4 only
    c) 3 only
    d) 1, 3 and 4 only

  • The fast-growing Ebola outbreak in the Democratic Republic of Congo

    Why in the News?

    The Democratic Republic of Congo (DRC) is facing its largest Ebola outbreak, with 3,605 cases and 1,587 deaths, caused by the Bundibugyo strain, for which no approved vaccine exists.

    What is a PHEIC?

    • A Public Health Emergency of International Concern (PHEIC) is the World Health Organization’s (WHO) highest level of global health alert.
    • Declared when an outbreak poses a cross-border public health risk and requires international coordination.

    Why is the Outbreak Difficult to Control?

    • Caused by the Bundibugyo ebolavirus (BDBV) strain, with no approved vaccine or treatment.
    • Ongoing conflict hampers movement of health workers and supplies.
    • Weak healthcare infrastructure and community distrust delay detection and isolation.

    Response Measures

    • Oxford ChAdOx1 BDBV vaccine is undergoing clinical trials.
    • India has supplied emergency medicines to support relief efforts.
    • Surveillance, contact tracing and isolation remain the primary control measures.

    Prelims Facts

    • Ebola Virus Disease (EVD) is a severe viral haemorrhagic fever caused by Ebolaviruses.
    • It spreads through direct contact with infected body fluids of humans or animals.
    • The Bundibugyo virus (BDBV) is one of the six known Ebola virus species.
    • The World Health Organization (WHO) declared the outbreak a Public Health Emergency of International Concern (PHEIC).

    [2025] With reference to monoclonal antibodies, consider the following:

    I. They are man-made proteins.

    II. They stimulate the patient’s immune system to fight the specific disease.

    III. They are produced using animal cells only.

    Which of the statements given above are correct?

    (a) I and II only

    (b) II and III only

    (c) I and III only

    (d) All the three

  • Centre asks states to set up exclusive NDPS courts

    Why in the News?

    The Ministry of Home Affairs (MHA) has directed States and Union Territories to establish exclusive NDPS courts to tackle the backlog of nearly 39 lakh drug-related cases. However, 22 States are yet to comply.

    What is the NDPS Act?

    • The Narcotic Drugs and Psychotropic Substances (NDPS) Act, 1985 is India’s primary law to regulate and prohibit narcotic drugs and psychotropic substances.
    • The Narcotics Control Bureau (NCB) is the apex agency for enforcement.
    • The Narco-Coordination Centre (NCORD) coordinates anti-drug efforts among Central and State agencies.

    Why Exclusive NDPS Courts?

    • Speed up disposal of nearly 39 lakh pending cases.
    • Ensure specialised and faster trials for drug offences.
    • Improve conviction rates and reduce judicial delays.

    Significance

    • Strengthens deterrence against drug trafficking.
    • Helps curb crimes linked to money laundering, organised crime and terror financing.
    • Enhances India’s internal security, especially along vulnerable border regions.

    Challenges

    • 22 States have not yet established exclusive NDPS courts.
    • Need for adequate judges, prosecutors and infrastructure.
    • Court reforms must be complemented by effective enforcement and rehabilitation.

    Is it Mandatory?

    • Legally: The NDPS Act empowers State Governments to establish Special Courts, but it does not make exclusive NDPS courts mandatory in every district.
    • Administratively: The Ministry of Home Affairs (MHA) has strongly directed States and Union Territories to establish exclusive NDPS courts due to the huge backlog. While this directive is not directly enforceable like a statute, States are expected to comply in the interest of effective criminal justice and internal security.

    Prelims Facts

    • NCORD was established in 2016 to improve inter-agency coordination against drug trafficking.
    • NDPS Act, 1985 replaced the Opium Act, 1857, the Opium Act, 1878, and the Dangerous Drugs Act, 1930.
    • The NCB functions under the Ministry of Home Affairs (MHA).

    [2018, GS3, 15 marks] India’s proximity to two of the world’s biggest illicit opium-growing states has enhanced her internal security concerns. Explain the linkages between drug trafficking and other illicit activities such as gunrunning, money laundering and human trafficking. What counter-measures should be taken to prevent the same?”

  • Nasha Mukt Yuva for Viksit Bharat Sankalp Abhiyan launched

    Why in the News?

    The government launched the Nasha Mukt Yuva for Viksit Bharat Sankalp Abhiyan, a nationwide anti-drug campaign from 28,000+ locations with a 100-week action plan to promote a drug-free youth for Viksit Bharat 2047.

    About the Campaign

    • A national drug awareness and demand reduction campaign targeting youth.
    • Launched simultaneously from 28,000+ locations.
    • Over 1 crore youth participated in the anti-drug pledge.
    • Includes a 100-week activity plan for sustained community engagement.

    Significance

    • Strengthens the demand reduction pillar of India’s anti-drug strategy.
    • Promotes awareness, prevention and rehabilitation alongside enforcement.
    • Supports the vision of a healthy workforce for Viksit Bharat 2047.

    Challenges

    • Sustaining community participation over 100 weeks.
    • Expanding de-addiction and counselling infrastructure.
    • Measuring the campaign’s long-term impact.
    • Success depends on parallel action against drug trafficking.

    Prelims Facts

    • Implemented under the Ministry of Youth Affairs and Sports (MYAS).
    • Complements the Nasha Mukt Bharat Abhiyaan (NMBA) launched by the Ministry of Social Justice and Empowerment (MoSJE).
    • Focuses on awareness, prevention, rehabilitation and youth participation.
  • Nearly 94,000 government schools shut in a decade

    Why in the News?

    A NITI Aayog report shows that about 94,000 government schools closed over the past decade. While the government calls it school rationalisation, concerns have been raised over its impact on access to education and the Right to Education (RTE).

    Key Findings

    • Government school enrolment declined from 71% (2005) to 49.24% (2024-25).
    • The sharpest decline was seen in Uttar Pradesh, Madhya Pradesh, and Jammu & Kashmir.

    Government’s Stand vs Concerns

    Government’s Rationale

    • Merging low enrolment schools to improve teacher and resource utilisation.
    • Supported by the NEP 2020 concept of school complexes/clusters.

    Key Concerns

    • Increased travel distance, especially in rural and remote areas.
    • Greater impact on SC, ST, girl students and poor households.
    • May push disadvantaged families towards unaffordable private schools.

    Link with the Right to Education (RTE)

    • The Right of Children to Free and Compulsory Education (RTE) Act, 2009 guarantees a neighbourhood school for children aged 6 to 14 years.
    • School closures should not compromise this legal entitlement or equitable access.
    • Unified District Information System for Education Plus (UDISE+) is India’s official school education database.

    [2018] Consider the following statements:

    1. As per the Right to Education (RTE) Act, to be eligible for appointment as a teacher in a State, a person would be required to possess the minimum qualification laid down by the concerned State Council of Teacher Education.

    2. As per the RTE Act, for teaching primary classes, a candidate is required to pass a Teacher Eligibility Test conducted in accordance with the National Council of Teacher Education guidelines.

    3. In India, more than 90% of teacher education institutions are directly under the State Governments.

    Which of the statements given above is/are correct?

    (a) 1 and 2

    (b) 2 only

    (c) 1 and 3

    (d) 1, 2 and 3

  • Census 2027 self-enumeration begins in Assam

    Why in the News?

    India has launched its first Digital Census with self enumeration starting in Assam. The online phase continues till 16 August, followed by House Listing from 17 August.

    What is the Census?

    The Census is the official collection of demographic, social and economic data of the population.

    Key Facts

    • Legal Basis: Census Act, 1948
    • Authority: Office of the Registrar General and Census Commissioner, Ministry of Home Affairs
    • Frequency: Every 10 years (Decennial)
    • Nature: Mandatory; information is kept confidential
    • Constitutional Status: Union Subject (Entry 69, Union List)

    What is Self Enumeration?

    Households can submit Census details online instead of depending solely on enumerators.

    Two Phases

    • House Listing: Housing and household details
    • Population Enumeration: Individual demographic details

    Significance

    • Improves data accuracy through digital verification.
    • Enables faster processing and publication.
    • Provides updated data for Delimitation, Welfare targeting, Reservation, Fiscal devolution, and Development planning
    • Replaces reliance on 2011 Census data after the delay of the 2021 Census.

    Prelims Facts

    • First Census: 1872 (non synchronous)
      • A non-synchronous census is a population count that is carried out at different times in different regions rather than all at once on a single date
    • First synchronous Census: 1881
      • A synchronous census is an official population count conducted simultaneously across an entire country within a specific, unified timeframe rather than at different times in different regions.
    • Conducted by Registrar General and Census Commissioner of India
    • Census falls under the Union List.

    [2009] Consider the following statements:

    1. Between Census 1951 and Census 2001, the density of the population of India has increased more than three times.

    2. Between Census 1951 and Census 2001, the annual growth rate (exponential) of the population of India has doubled.

    Which of the statements given above is/are correct?

    (a) 1 only

    (b) 2 only

    (c) Both 1 and 2

    (d) Neither 1 nor 2