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  • India’s journey so far on the AI military bandwagon

    Why in the News?

    India has started leveraging AI to bolster its defence ecosystem, but significant challenges remain.

    What are the strategic implications of AI integration in India’s defence?

    • Enhanced Military Capabilities: The integration of AI is expected to revolutionize military operations through improved predictive analytics, autonomous decision-making systems, and advanced operational efficiency.
    • Modernization Focus: With a defence budget of ₹6.21 lakh crore ($75 billion) for 2023-24, India is prioritizing modernization efforts, including the development of innovative products like the Indrajaal autonomous drone security system.
    • Global Competitiveness: To keep pace with countries like Israel and China that have rapidly advanced their military AI capabilities, India recognises the need for a clear vision and strategy for AI deployment in defence.

    How does India plan to overcome challenges in implementing AI in military operations?

    • Funding and Infrastructure: A significant barrier to effective AI integration is the high cost of data centres and the infrastructure necessary for running advanced AI systems. The military’s focus on replacing outdated legacy systems adds to financial pressures.
    • Fragmented Policies: India’s current policies regarding AI deployment are often fragmented, lacking comprehensive guidelines specifically tailored for military applications. Existing frameworks do not adequately address accountability and transparency in military AI use.
    • Inter-Service Silos: The historically siloed nature of the Indian Armed Forces—where the Army, Navy, and Air Force operate independently—hinders interoperability and complicates joint operations.

    What role does collaboration between the public and private sectors play in advancing AI in defence?

    • Public-Private Partnerships (PPPs): To enhance technological advancements in defence, India needs to foster collaboration between public sector units (PSUs) and private entities. This approach can leverage the innovation capabilities of startups and private companies.
    • Knowledge Sharing: Collaborations with foreign tech giants like Microsoft, which has committed approximately $3 billion to develop data centres in India, can facilitate knowledge transfer and resource sharing essential for building a robust AI ecosystem.
    • Accelerating Innovation: Engaging private sector expertise can lead to faster development cycles and more effective deployment of AI technologies within the military framework.

    Way forward: 

    • Strengthen Policy Frameworks and Coordination: Develop cohesive and actionable policies for AI deployment in defence, focusing on inter-service interoperability, accountability, and transparency while operationalizing bodies like DAIC and DAIPA effectively.
    • Promote Public-Private Collaboration: Enhance public-private partnerships (PPPs) to leverage private innovation and attract foreign investments, ensuring resource optimization and accelerated AI adoption in military operations.

    Mains PYQ:

    Q Discuss different types of cyber crimes and measures required to be taken to fight the menace. (UPSC IAS/2020)

  • Production Linked Incentive (PLI) Scheme Versions 1.0 vs 2.0 Comparison

    PLI 1.0

    PLI 2.0

    Launch Year March 2020 May 2023
    Objective Promote domestic manufacturing, reduce imports, create jobs Enhance IT hardware manufacturing, increase global competitiveness
    Budget ₹7,350 crore (for IT hardware) ₹17,000 crore (for IT hardware)
    Duration 4 years 6 years
    Incentive Structure 1% – 4% of incremental sales over the base year ~5% of incremental sales over six years
    Sectors Covered
    • Initially focused on 3 sectors: Mobile manufacturing, electrical components, and medical devices.
    • Later expanded to 14 sectors, including: Specified electronic components, critical key starting materials (pharma), auto components, pharma drugs, specialty steel, telecom and networking, electronics/technology products, white goods (ACs, LEDs), food products, textiles (MMF/technical textiles), high-efficiency solar PV modules, advanced chemistry cell (ACC) batteries, drones
    Primarily IT hardware (laptops, tablets, servers, PCs)
    Component Incentives No additional incentives for specific components Additional incentives for local component manufacturing (e.g., memory modules, SSDs)
    Expected Investment ₹2,500 crore (estimated) ₹2,430 crore (estimated)
    Employment Generation Not specified in detail 75,000 direct jobs, up to 2 lakh indirect jobs
    Production and Export Targets Not explicitly stated ₹3.35 lakh crore production; $12-17 billion exports by 2025-26
    Eligibility and Caps Domestic companies with minimum investment of ₹20 crore Global, hybrid, and domestic companies with caps (₹4,500 crore for global, ₹2,250 crore for hybrid, ₹500 crore for domestic)

     

  • Tirupati stampede: Why stampedes take place, how to mitigate risks

    Why in the News?

    Recently six people lost their lives in a stampede in Tirupati while waiting to collect tokens for Lord Venkateswara’s darshan.

    Why do stampedes take place?

    Stampedes are chaotic and uncontrolled movements of large crowds, often triggered by panic or an urgent rush to move in a confined or crowded space.

    • Venues that exceed their safe capacity can lead to dangerously crowded conditions. When too many people gather in a confined space, the risk of a stampede increases significantly.
    • Inadequate planning and lack of effective crowd control measures, such as clear exits and designated waiting areas, can exacerbate the situation. Poor organisation often leads to confusion and panic among attendees.
    • Narrow pathways, obstacles, and poorly designed event spaces can create bottlenecks during emergencies. These barriers make it difficult for people to move freely and can trap crowds, increasing the risk of crush injuries.

    How does human psychology lead to stampedes?

    • Panic Response: Panic can spread rapidly through crowds, causing individuals to act irrationally. When one person begins to push forward out of fear or urgency, it creates a domino effect where others follow without understanding the situation.
    • External Triggers: Events such as loud noises, sudden movements, or perceived threats (like a fire or an emergency) can trigger panic responses in crowds, leading to stampedes.
    • Psychological Factors: Theories of collective behaviour suggest that in large groups, individuals may act against their own interests when panic sets in.
      • For instance, the desire to escape a perceived danger can override cooperative behaviour, leading to chaotic pushing and shoving.

    How does the physical organisation of spaces contribute to stampedes?

    • Narrow Exits and Blocked Pathways: Limited exits and narrow pathways can create bottlenecks during emergencies, making it difficult for individuals to evacuate quickly.
      • When a crowd is forced to funnel through a small area which leads to panic and chaos, increasing the likelihood of a stampede as people rush to escape.
    • Poorly Designed Crowd Flow: Spaces that do not effectively manage crowd flow can exacerbate congestion.
      • Suppose different groups of people converge at the same point without clear guidance or separation that can lead to confusion and a surge of movement, triggering stampede conditions. Effective crowd management strategies are essential to ensure smooth movement.
    • Inadequate Lighting and Visibility: Insufficient lighting can disorient attendees and hinder their ability to navigate the space safely. In low-light conditions, individuals may struggle to see exits or understand the crowd dynamics, leading to increased panic and disorder during critical moments, which can precipitate a stampede.

    How to better prevent stampedes, or at least, mitigate their risks? (Way forward)

    • Effective Crowd Management: Limit crowd size through pre-registration, schedule staggered entries, and organise queues with barriers and clear signage. Use real-time monitoring tools like CCTV and AI-based systems to manage crowd density.
    • Improved Infrastructure and Emergency Readiness: Design venues with wide pathways, multiple exits, and clear evacuation routes. Provide on-site medical facilities and train staff in crowd control, first aid, and emergency response.
    • Public Awareness and Technology Use: Educate attendees on safety protocols, and use digital tools like online ticketing and mobile alerts to prevent physical queues and guide the crowd calmly during emergencies.
  • WEF released Future of Jobs Report, 2025

    Why in the News?

    According to the World Economic Forum’s (WEF) Future of Jobs Report 2025, global macro trends, including technological advancements, demographic shifts, and the green transition, will create 170 million new jobs by 2030.

    About the Future of Jobs Report, 2025

    • It is based on insights gathered from over 1,000 leading global companies, collectively representing 14 million workers across 22 industry sectors and 55 economies worldwide.
    • It provides critical insights into emerging and declining job roles, skills trends, and the overall impact of global changes on the labour market.

    What are the key findings of the report?

    • The report projects 170 million new jobs globally by 2030, with a net increase of 78 million jobs after accounting for 92 million displaced roles.
    • Fast-growing roles include AI and machine learning specialists, big data experts, FinTech engineers, and farmworkers, driven by technological advancements and the green transition.
    • Clerical jobs like data entry clerks and cashiers are declining due to automation.
    • Employers anticipate 39% of skills will change by 2030, with growing demand for AI proficiency, creative thinking, and resilience.
    • Businesses are focusing on reskilling, with 85% investing in upskilling programs.
    • Collaboration among governments, academia, and industries is vital to bridge the skills gap and align with future job demands.

    About World Economic Forum (WEF):

    • The WEF is an international NGO for Public-Private Cooperation.
    • It was established in January 1971 by German engineer and economist Klaus Schwab.
    • Important reports published by WEF include: Global Competitiveness Report, Global Risks Report, Global Gender Gap Report, Global Social Mobility Report, Energy Transition Index, and Travel & Tourism Competitiveness Report, among others.

     

    PYQ:

    [2019] The Global Competitiveness Report is published by the:

    (a) International Monetary Fund

    (b) United Nations Conference on Trade and Development

    (c) World Economic Forum

    (d) World Bank

  • The Dam Safety Act of 2021

    Why in the News?

    The Supreme Court has criticized the Union government for its inaction in fully implementing the Dam Safety Act, 2021, nearly five years after its enactment.

    What is the Dam Safety Act of 2021?

    Details Enacted to ensure the structural and operational safety of over 5,700 large dams in India.

    Objectives (Section 3):
    • Prevent dam-related disasters by ensuring dam safety.
    • Establish institutions for monitoring, maintenance, and emergency preparedness.

    Structural Mandate
    • National Committee on Dam Safety (NCDS) (Sections 5–6): Chaired by the Chairperson of the Central Water Commission (CWC) and reconstituted every three years to develop policies, guidelines, and standards.
    • National Dam Safety Authority (NDSA) (Section 9): Implements NCDS guidelines, regulates dam safety standards, and resolves disputes between State Dam Safety Organizations (SDSOs) and dam owners.
    • State Committees on Dam Safety (SCDS) (Section 14): Provide state-level oversight.
    • State Dam Safety Organizations (SDSOs) (Section 15): Monitor and inspect dams at the state level, reporting to NDSA.
    Other Provisions:

     

    • Responsibilities of Dam Owners (Section 38):  Form Dam Safety Units, prepare and implement Emergency Action Plans (EAPs), and conduct regular Comprehensive Safety Evaluations (CSEs).
    • Emergency Preparedness (Section 39):  Mandatory EAPs for rapid response in emergencies.
    • Penalties for Non-Compliance (Section 45):  Imprisonment up to two years, fines, or both for failing to comply with Act provisions.

    Why is Dam Safety a priority concern in India?

    • Third-Highest Number of Dams Globally: India has over 4,407 large dams, following China and the USA.
    • Aging Dams: By 2025, over 1,115 dams will be more than 50 years old; By 2050, 4,250 dams will surpass 50 years of age, with 64 dams exceeding 150 years.
    • Decreasing Storage Capacity: Sedimentation reduces reservoir efficiency, affecting water availability for irrigation, drinking, and hydropower. Ex. Bhakra Dam has experienced 139.86% higher siltation rates than estimated, reducing its lifespan.
    • Structural Vulnerabilities: Poorly designed sedimentation management systems make many dams structurally weak over time. Extreme environmental events, such as floods, can exacerbate these vulnerabilities.
    • Lack of Data and Monitoring: Insufficient documentation of storage loss, sedimentation rates, and other critical metrics leads to a lack of preparedness.

    PYQ:

    [2018] Suppose the Government of India is thinking of constructing a dam in a mountain valley bound by forests and inhabited by ethnic communities. What rational policy should resort to in dealing with unforeseen contingencies?

    [2019] What is common to the places known as Aliyar, Isapur and Kangsabati?

    (a) Recently discovered uranium deposits

    (b) Tropical rain forests

    (c) Underground cave systems

    (d) Water reservoirs

  • Miyawaki Technique

    Why in the News?

    Ahead of the Mahakumbh Mela in Uttar Pradesh, the Prayagraj Municipal Corporation has employed the Japanese Miyawaki technique to create dense “oxygen bank” forests, ensuring cleaner air and ecological balance for millions of devotees.

    About Miyawaki Technique

    • The Miyawaki technique is a pioneering method for creating dense forests in limited spaces, developed by Japanese botanist Akira Miyawaki in the 1970s.
    • Known as the ‘pot plantation method’, this technique mimics natural forest ecosystems by using native species planted closely together, promoting rapid growth and biodiversity.
    • It was developed to restore degraded ecosystems and barren lands by replicating the processes found in natural forests.
    • It is widely used for urban afforestation projects globally.

    Miyawaki Technique

    Significant Features:

    • Dense Planting: Trees and shrubs are planted close together, enabling rapid growth—up to 10 times faster than traditional methods.
    • Native Species: Focuses on local plant varieties to replicate the natural ecosystem.
    • Improved Biodiversity: Enhances species richness, supporting more flora and fauna.
    • Carbon Absorption: Trees absorb more carbon, helping combat urban pollution.

    PYQ:

    [2022] The “Miyawaki method” is well known for the:

    (a) Promotion of commercial farming in arid and semi-arid areas

    (b) Development of gardens using genetically modified flora

    (c) Creation of mini forests in urban areas

    (d) Harvesting wind energy on coastal areas and on sea surfaces

  • [9th January 2025] The Hindu Op-ed: River interlinking, the fount of environmental disaster

    PYQ Relevance:

    Q) The interlinking of rivers can provide viable solutions to the multi-dimensional inter-related problems of droughts, floods, and interrupted navigation. Critically examine. (UPSC CSE 2020)

    Mentor’s Comment: UPSC mains have always focused on Benefits of interlinking of rivers in (2020), and Advantages and challenges of River water linking ’  in (2017).

    On December 25, 2024, Prime Minister Narendra Modi started the Ken-Betwa River Link Project to address water shortage in the Bundelkhand region, covering parts of Uttar Pradesh and Madhya Pradesh. The project includes building a dam inside the Panna Tiger Reserve, causing worries about flooding the area. It plans to connect the Ken River, believed to have extra water, with the Betwa River to help the drought-hit Bundelkhand region, which had 58% forest cover back in 1938.

    Today’s editorial talks about the challenges of the river linking project and what could the alternatives to address the water scarcity in India. This content can be used in GS mains paper III to substantiate the argument related to river water linking projects.

    _

    Let’s learn!

    Why in the News? 

    Political leaders need to understand that linking rivers causes significant environmental damage and harms rivers and deltas in the long run.

    What are the environmental consequences of river interlinking projects?

    • Ecosystem Disruption: The construction of dams and canals can lead to the submergence of critical habitats, particularly in sensitive areas like the Panna Tiger Reserve. This threatens biodiversity and disrupts local ecosystems that depend on natural water flow patterns.
    • Altered Hydrology: Diverting rivers can change the natural hydrological cycle, affecting groundwater recharge and leading to increased salinity in deltaic regions.
      • This can have dire consequences for agriculture and local livelihoods, as seen in the case of the Indus Delta.
    • Loss of Eco-services: Rivers provide essential services such as sediment transport, nutrient cycling, and habitat support for various species. By treating river water as a mere resource for transfer, these projects overlook the ecological roles rivers play in sustaining biodiversity and maintaining soil fertility.

    How do river interlinking initiatives affect local communities and socio-economic dynamics?

    • Displacement and Livelihood Loss: Projects like the Ken-Betwa initiative can displace communities living in affected areas, leading to the loss of homes and agricultural land. The Daudhan Dam alone is expected to submerge around 9,000 hectares of land, impacting numerous villages.
    • Water Access Disparities: While these projects aim to provide irrigation and drinking water to drought-prone areas, they may inadvertently prioritize certain regions over others, exacerbating existing inequalities. 
    • Economic Dependency on Infrastructure: There is a risk that local economies become overly dependent on these large projects, which may not deliver sustainable benefits. The anticipated prosperity from such initiatives may not materialize if ecological degradation occurs or if the projects do not function as intended.
    What alternatives exist to address water scarcity without compromising ecological integrity?

    Integrated Water Resource Management (IWRM): This approach emphasizes the need for holistic management of water resources by involving local communities in decision-making processes. It focuses on sustainable practices that balance human needs with ecological health.
    • Modern Irrigation Techniques: Implementing efficient irrigation methods such as drip irrigation can significantly reduce water usage while maintaining agricultural productivity. Israel’s success in this area demonstrates the potential for technology to enhance water efficiency without large-scale environmental disruption.
    Rainwater Harvesting and Watershed Management: Encouraging local practices like rainwater harvesting can help communities manage their own water resources sustainably. This method enhances groundwater recharge and reduces dependence on external water transfers.

    Way forward: 

    • Promote Sustainable Water Management Practices: Implement Integrated Water Resource Management (IWRM) with community participation, modern irrigation techniques like drip irrigation, and local solutions such as rainwater harvesting to reduce dependence on large-scale projects.
    • Prioritize Ecological and Social Impact Studies: Conduct comprehensive studies on the environmental and social consequences of river interlinking projects to ensure sustainable development and protect biodiversity, livelihoods, and deltaic ecosystems.

    ttps://www.thehindu.com/opinion/lead/river-interlinking-the-fount-of-environmental-disaster/article69077414.ece 

  • Several workers stuck in a coal mine in Assam

    Why in the News?

    Recently nine workers were trapped in an illegal coal mine in Assam’s Dima Hasao district.

    What is Rat Hole Mining?

    • Rat hole mining is a form of illegal mining prevalent in northeastern India, particularly in Assam. It involves creating small tunnels or “rat holes” to extract coal, typically done by hand without proper safety measures or regulations.
    • This method is dangerous due to its unregulated nature, leading to frequent accidents, including flooding and collapses.
    • The mines are often poorly ventilated and can be highly unstable.

    What are the Current Laws and Regulations Related to Mining in India?

    • Constitutional Provisions: Mining and minerals are listed under both the Union List and State List in Schedule VII of the Constitution, granting regulatory powers to both the Central and State governments.
    • Key Legislations: Major laws governing mining include the MMDR Act, 1957 for regulation and development, the Coal Mines (Special Provisions) Act, 2015 for coal management, the Environment Protection Act, 1986 for environmental clearances, and the Mines Act, 1952 for miners’ safety and welfare.
    • Regulatory Bodies: The Ministry of Coal formulates coal policies, the Directorate General of Mines Safety (DGMS) enforces safety standards, and State Mining Departments manage state-level operations.
    • Supreme Court Directives: The Supreme Court banned rat-hole mining in Meghalaya in 2014, emphasizing the need for environmental clearances and the adoption of scientific and sustainable mining practices.

    What are the present Issues with Rat-Hole Mining?

    • Safety Concerns: The lack of safety measures in rat hole mining poses significant risks to miners. Accidents are common, as evidenced by the recent tragedy in Assam where miners were trapped due to flooding caused by inadequate infrastructure.
    • Environmental Impact: Rat hole mining contributes to severe environmental degradation, including deforestation and soil erosion. The unregulated extraction of minerals disrupts local ecosystems.
    • Regulatory Failures: There are systemic failures in enforcing mining laws. Opposition parties have criticized the government for allowing illegal mining activities to flourish, suggesting collusion between officials and miners. This has raised questions about accountability and governance in the region.

    Way forward: 

    • Strengthen Enforcement and Regulation: Ensure strict implementation of existing mining laws to conduct regular inspections, and establish accountability for illegal mining activities through penalties and prosecution of violators.
    • Promote Sustainable Livelihoods: Develop alternative livelihood opportunities for communities dependent on rat-hole mining, along with awareness campaigns on environmental and safety concerns, to reduce reliance on illegal mining practices.

    Mains PYQ:

    Q Coastal sand mining, whether legal or illegal, poses one of the biggest threats to our environment. Analyse the impact of sand mining along the Indian coasts, citing specific examples. (UPSC IAS/2019)

  • What is a Polar Vortex?

    What is a Polar Vortex?

    Why in the News?

    The United States is facing severe winter storms as the polar vortex is expanding southward from the Arctic and driving temperatures as low as -50°C (-60°F).

    What is a Polar Vortex?

    • The polar vortex is a band of fast-moving air that traps cold Arctic air within the Polar Regions.
    • It is a natural atmospheric phenomenon, typically spinning in a counter-clockwise direction around the North Pole.
    • Wind speeds in the polar vortex can reach up to 250 km/h (155 mph).
    • Causes of a Polar Vortex:
    1. Stable State: Under normal conditions, the polar vortex remains strong and well-contained within the Arctic Circle, keeping frigid air confined to the Polar Regions.
    2. Weakened State:
    • The vortex weakens when rising warm air from the lower atmosphere disrupts its circular flow, allowing Arctic air to spill southward.
    • Factors contributing to a weakened state include: Significant weather patterns (e.g., powerful winds in mountainous regions); Changes in tropical climate systems or sea surface temperatures. Climate change causing uneven warming, especially at the poles..

    What are its types?

    1. Tropospheric Polar Vortex:
    • It occurs in the lowest atmospheric layer (troposphere) where most weather phenomena take place.
    • Typically results in milder weather across northern latitudes.
    1. Stratospheric Polar Vortex:
    • Forms 16–48 km above the Earth’s surface in the Stratosphere.
    • Stronger and more stable but can weaken due to disruptions, leading to southward extensions of Arctic air.
    • It emerges in autumn and dissipates by spring each year.
  • What is Selective Gene Silencing?

    Why in the News?

    Researchers at Columbia University found that cells can selectively switch off one parent’s copy of a gene. This may explain why some people with harmful mutations remain symptom-free, and it could lead to new diagnostic and therapeutic approaches for genetic disorders.

    Researchers at Columbia University found that cells can selectively switch off one parent's copy of a gene. This may explain why some people with harmful mutations remain symptom-free, and it could lead to new diagnostic and therapeutic approaches for genetic disorders.

    About the Selective Silencing Mechanism:

    • Selective gene silencing refers to the process where cells inactivate one parent’s copy of a gene (either maternal or paternal), resulting in an unequal contribution of the two gene copies to cellular function.
    • Previously thought to be rare, recent research reveals that this phenomenon is relatively common and plays a significant role in genetic variability, disease progression, and individual health outcomes.
    • Key Features:
      • Inactivation can vary between different cell types (e.g., immune cells and kidney cells).
      • The process is dynamic and may change over time, adding complexity to how genes function in the body.
      • Approximately 1 in 20 active genes in some immune cells exhibit this selective bias.
    • Implications for Health:
      • This mechanism helps explain why individuals carrying the same disease-causing mutation can have vastly different symptom severities.
      • It shifts the understanding of genetic diseases, emphasizing the importance of dynamic gene activity patterns alongside static genetic codes.
      • The discovery opens up opportunities for novel diagnostic and therapeutic approaches by focusing on gene expression rather than genetic sequences.

    What are its significant applications?

    • Selective Gene Manipulation: Therapies could be developed to activate healthy gene copies while suppressing diseased ones, offering a less invasive alternative to traditional genetic editing.
    • Improved Understanding of Diseases: Selective gene silencing explains variability in conditions like lupus and cancer, revealing why some individuals remain symptom-free.
    • Precision Medicine: By identifying individual patterns of gene expression, personalized treatment options become possible, reducing the need for one-size-fits-all approaches.
    • Early Interventions: Recognizing at-risk but asymptomatic individuals allows healthcare providers to implement preventive measures and potentially delay disease onset.
    • Protein-Based Therapies: Focusing on selective gene activity aids in detecting and differentiating disease-related proteins from healthy ones, paving the way for targeted, protein-specific drugs.

    PYQ:

    [2014] Consider the following techniques/phenomena:

    1. Budding and grafting in fruit plants
    2. Cytoplasmic male sterility
    3. Gene silencing

    Which of the above is/are used to create transgenic crops?

    (a) 1 only

    (b) 2 and 3

    (c) 1 and 3

    (d) None