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10-Nov-2025
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INTEGRATED MAINS AND PRELIMS MENTORSHIP (IMPM) KEY (10/11/2025)

INTEGRATED MAINS AND PRELIMS MENTORSHIP (IMPM) 2025 Daily KEY

 
 
 
 
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Kuki - Zomi Tribe and  Forest Rights Act (FRA) its significance for the UPSC Exam? Why are topics like Non-Communicable Diseases (NCDs), Large Language Models (LLMs) , Net-zero emissions important for both preliminary and main exams? Discover more insights in the UPSC Exam Notes for November 10, 2025
 
 

Centre rules out Kuki-Zo groups’ U.T. demand

For Preliminary Examination:  Current events of national and international Significance

For Mains Examination: GS II - Indian Polity

Context:

Kuki-Zo insurgent groups in Manipur on Saturday said that they held talks with the Union Home Ministry this week, “focusing on the core demand for a Union Territory with a Legislative Assembly” for Kuki-Zo areas, insisting that “coexistence” within the State was not possible. This comes just two months after the groups signed a Suspension of Operations (SoO) pact with the Union and State governments.

 

Read about:

Kuki - Zomi Tribe

Kuki Insurgency

 

Key takeaways:

 

  • The Kuki-Zo community refers to a cluster of ethnic groups that inhabit the hilly regions of Northeast India, primarily in the states of Manipur, Mizoram, Nagaland, and parts of Assam and Tripura, as well as across the borders in Myanmar and Bangladesh.
  • The term “Kuki-Zo” is a collective identity that encompasses various subgroups who share similar languages, cultural practices, and ancestral origins, but who also maintain distinct clan identities and historical experiences.
  • The roots of the Kuki-Zo people trace back to the Chin-Kuki-Mizo ethnic family, which is part of the larger Tibeto-Burman linguistic group. Historically, these groups migrated from the Chin Hills of Myanmar into the Indian subcontinent over several centuries. As they settled in different areas, they developed localized identities, dialects, and traditional governance systems.
  • The differences between the Kuki and Zo (or Zomi) communities are largely political, historical, and territorial rather than ethnic in the strict sense. Linguistically and culturally, they share close affinities—such as similar traditional dress, clan systems, festivals, and customs. However, colonial and post-colonial administrative boundaries, along with differing political movements, have accentuated divisions among them.
  • During the British colonial period, the term “Kuki” was used as an administrative label to categorize several hill tribes of Manipur and adjoining regions. It became a unifying yet externally imposed identity.
  • On the other hand, “Zo” (also written as “Zomi” or “Zo people”) emerged as a self-chosen ethnonym derived from “Zo,” believed to be the name of a common ancestor or region. Many who identify as Zomi or Zo people consider themselves part of a larger transnational family that includes the Chins of Myanmar and the Mizos of Mizoram, emphasizing ethnic unity beyond colonial labels.
  • In Manipur, these distinctions have taken on sharper political meanings. The Kukis generally align themselves with organizations that emphasize recognition as a Scheduled Tribe within India and seek greater administrative autonomy within Manipur’s existing framework.
  • The Zomis, in contrast, often advocate for a broader unification of Zo-speaking groups across India, Myanmar, and Bangladesh under the idea of “Zogam,” a homeland concept representing the cultural and political unity of all Zo people.
  • Religious and social life among both groups is predominantly Christian, a legacy of 19th and 20th-century missionary activity, and their societal structures revolve around clan loyalty and village-based governance.
  • Despite internal differences, both communities share a sense of historical marginalization and collective struggle for identity and political recognition within the Indian Union.
  • In contemporary times, tensions between these related groups—exacerbated by competition for resources, political representation, and territorial claims—sometimes overshadow their shared heritage.
  • Yet, scholars and community leaders often stress that the Kuki-Zo divide is more a matter of nomenclature and political mobilization than deep-rooted ethnic disunity, as both trace their lineage to a common origin and maintain intertwined histories and cultures

 

Follow Up Question

Mains

1.“The Kuki-Zo identity in Northeast India represents a complex interplay of shared ethnicity, colonial categorization, and modern political aspirations.”

Discuss the historical evolution, cultural linkages, and contemporary political differences between the Kuki and Zo communities of Manipur, highlighting how these dynamics influence ethnic relations and governance in the region. (Answer in 250 words)

 
Note: This is a refrence approach to the Question and Model Answer Only
 

Introduction (40–50 words)

  • Begin with a contextual definition: briefly explain who the Kuki-Zo communities are and their geographical spread in Northeast India.

  • Mention how their identity has evolved due to shared ancestry but divergent political trajectories influenced by colonial and post-colonial developments.

Historical Evolution (70–80 words)

  • Trace the common origin from the Chin Hills of Myanmar and migration into Northeast India.

  • Explain how the British colonial administration used “Kuki” as a generic term for hill tribes, creating an imposed identity.

  • Contrast with the Zo/Zomi self-identification, derived from “Zo,” emphasizing a broader ethnic unity beyond colonial nomenclature.

Cultural Linkages (50–60 words)

  • Highlight shared traditions: clan-based village systems, Christianity, festivals, and dialectal similarities.

  • Emphasize social cohesion through intermarriages, oral traditions, and collective memory of resistance (e.g., Kuki Rebellion of 1917–19).

  • Note that despite political divergence, cultural continuity remains a binding force among them

Contemporary Political Differences (70–80 words)

  • Explain diverging political aspirations:

    • Kuki groups seek internal autonomy and protection of their Scheduled Tribe status within Manipur.

    • Zo/Zomi groups advocate for transnational ethnic unity (Zogam) across India, Myanmar, and Bangladesh.

  • Mention how competition for land, representation, and resources has intensified identity-based politics.

  • Link this to ethnic tensions and governance challenges, especially in the context of recent conflicts in Manipur.

Conclusion (30–40 words)

  • Sum up by emphasizing the need for inclusive governance, dialogue, and recognition of shared heritage.

  • Suggest that understanding Kuki-Zo dynamics is vital for promoting peace and equitable development in Northeast India

Introduction 

The Kuki-Zo communities of Manipur and adjoining regions form part of the larger Chin-Kuki-Mizo ethnic family belonging to the Tibeto-Burman linguistic group. Though bound by shared ancestry, language, and cultural traits, their collective identity has evolved differently due to colonial categorization and divergent political aspirations, making the Kuki-Zo relationship a complex case of ethnicity and regional politics in Northeast India

Body 

  • Historically, both groups trace their origin to the Chin Hills of Myanmar, from where they migrated into Northeast India.
  • The British administration labeled several hill tribes under the generic term “Kuki” for administrative convenience, creating an externally imposed identity.
  • In contrast, the Zo or Zomi identity arose from indigenous consciousness, derived from “Zo,” believed to represent a common ancestor or homeland.
  • Culturally, the Kuki and Zo share similar dialects, clan-based village governance, festivals, and Christian faith.
  • Their oral traditions, social structures, and collective participation in events like the Kuki Rebellion (1917–19) reflect deep-rooted ethnic cohesion.
  • However, post-independence politics intensified differences. Kuki groups focus on securing internal autonomy and Scheduled Tribe safeguards within India, while Zo/Zomi organizations emphasize broader ethnic integration across India, Myanmar, and Bangladesh under the Zogam ideal.
  • These competing visions have contributed to identity-based mobilization, occasional tensions, and challenges in state governance

Conclusion 

Despite political divergences, the Kuki-Zo communities’ shared heritage underscores their intertwined destiny. Inclusive governance, dialogue, and respect for ethnic diversity remain key to sustainable peace in Northeast India.
 
 
Prelims
 
1.Which of the following pairs of list and contents is/are correctly matched? (UPSC CAPF 2019) 
1. State list                     Public health and sanitation
2. Union list                  Citizenship, naturalisation and aliens
3. Concurrent list          Legal, medical and other
Select the correct answer using the code given below:
A. 1 only             
B. 1, 2 and 3         
C.  2 and 3 only           
D.  3 only
 
Answer (B)
 

1. State List – Public health and sanitation
✅ Correct.
“Public health and sanitation; hospitals and dispensaries” is listed under Entry 6 of the State List (List II) in the Seventh Schedule of the Constitution.

2. Union List – Citizenship, naturalisation and aliens
✅ Correct.
“Citizenship, naturalisation and aliens” is mentioned under Entry 17 of the Union List (List I).

3. Concurrent List – Legal, medical and other professions
✅ Correct.
“Legal, medical and other professions” is covered under Entry 26 of the Concurrent List (List III)
 
 

What’s the plan to relocate forest tribes?

For Preliminary Examination:  Current events of national and international Significance like relocation of forest-dwelling communities

For Mains Examination: GS II - Indian Polity & Governance

Context:

The Union Ministry of Tribal Affairs has prepared a new policy framework that outlines the procedures to be followed when implementing existing laws governing the relocation of forest-dwelling communities from tiger reserves.

 

Read about:

Forest Rights Act (FRA)

National Commission for Scheduled Tribes (NCST)

 

Key takeaways:

 

  • The policy brief emphasizes that the relocation of forest-dwelling communities should be treated strictly as a last resort. It asserts that before any such step is taken, the rights of Scheduled Tribes and other traditional forest dwellers must first be recognized and settled under the Forest Rights Act (FRA), 2006.
  • Importantly, the document outlines ways in which these communities can continue residing within tiger reserves while participating in the management and conservation of biodiversity.
  • This would be jointly implemented by the Ministries of Environment and Tribal Affairs to establish uniform procedures, timelines, and accountability mechanisms. It further recommends establishing a National Database on Conservation-Community Interface (NDCCI) to record and monitor relocation processes, compensation, and post-relocation outcomes.
  • Annual independent audits are also suggested to ensure compliance with the FRA, the Wildlife Protection Act (WPA), 1972, and human rights norms.
  • The framework mandates that consent for relocation must be genuine and verifiable—secured not only from Gram Sabhas but also from each affected household—before an area is notified as part of a tiger reserve.
  • It stresses that forest communities must retain the right to remain in their ancestral habitats under the FRA, except where relocation is ecologically necessary.
  • The document highlights the State’s constitutional obligation to protect these rights and urges that any relocation be voluntary, scientifically justified, and dignity-based, ensuring coordination between the two Ministries involved.
  • The policy brief emerged after multiple appeals from State governments and Gram Sabhas highlighting widespread non-implementation of FRA provisions within tiger reserves.
  • This followed protests against a June 2024 directive from the National Tiger Conservation Authority (NTCA) instructing States to expedite relocations, which many communities viewed as coercive.
  • Since the inception of Project Tiger in 1973, relocations have been guided by the WPA and FRA—laws meant to balance wildlife protection with the rights of forest dwellers.
  • While the FRA allows communities to either remain in their traditional habitats with basic facilities or relocate voluntarily with compensation (currently ₹15 lakh per family), in practice, several groups allege being pressured to move or denied amenities when they chose to stay.
  • A prominent example is the case of the Jenu Kuruba tribe in Karnataka’s Nagarhole National Park, where community members have petitioned the High Court, claiming that their rights under the FRA are being disregarded.
  • According to official data presented in Parliament, between January 2022 and August 2024, 5,166 families from 56 villages across seven States—including Madhya Pradesh, Karnataka, Jharkhand, Maharashtra, Odisha, West Bengal, and Rajasthan—were relocated from tiger reserves. As of mid-2023, 591 villages comprising over 64,000 families still lived within core reserve areas.
  • Although existing guidelines stipulate that relocation should only occur voluntarily and after scientific assessment rules out coexistence, inconsistencies in their enforcement have led to the new policy’s formulation.
  • The Ministry of Tribal Affairs now calls for stronger oversight, improved monitoring, and active involvement of its representatives and independent experts to ensure that relocation efforts respect both ecological goals and the constitutional rights of indigenous forest communities

 

Follow Up Question

Mains

1.Discuss how this framework addresses the challenges of relocation from tiger reserves while ensuring ecological protection and social justice.(Answer in 250 words)

 

Note: This is a refrence approach to the Question and Model Answer Only
 

Introduction (40–50 words)

  • Begin by explaining the context — the conflict between wildlife conservation (especially tiger reserves) and the rights of forest-dwelling communities.

  • Introduce the new policy framework by the Ministry of Tribal Affairs and its key objective — to ensure conservation is balanced with justice, consent, and community participation.

Body (Main Analysis – 120–130 words)

  • Explain key provisions of the framework:

    • Relocation as a last resort, after FRA rights are settled.

    • Formation of a National Framework for Community-Centred Conservation and Relocation led by Environment and Tribal Affairs Ministries.

    • Creation of a National Database on Conservation-Community Interface (NDCCI) to track relocation, compensation, and post-relocation outcomes.

    • Mandatory verifiable consent from each household and Gram Sabha before notification of reserves.

    • Independent annual audits for FRA and WPA compliance.

    • Option for forest dwellers to continue residing within reserves with conservation participation.

  • Show how it balances ecology and equity: promoting voluntary, rights-compliant, scientifically justified relocation while safeguarding tribal dignity and livelihoods

Conclusion (30–40 words)

  • Conclude by emphasizing the need for co-governance between conservation authorities and tribal institutions.

  • Suggest that inclusive conservation recognizing community rights is key to both biodiversity protection and social justice

Introduction 

India’s tiger conservation strategy, while successful ecologically, has often conflicted with the rights of forest-dwelling Scheduled Tribes. Recognizing this, the Ministry of Tribal Affairs recently proposed a policy framework that aims to reconcile wildlife conservation with the rights enshrined under the Forest Rights Act (FRA), 2006, emphasizing coexistence over coercive relocation

 

Body 

The framework, titled “Reconciling Conservation and Community Rights: A Policy Framework for Relocation and Co-existence in India’s Tiger Reserves”, stresses that relocation should be a last resort and only after FRA rights are fully settled. It calls for a National Framework for Community-Centred Conservation and Relocation, jointly administered by the Environment and Tribal Affairs Ministries to ensure uniform procedures, timelines, and accountability.

A National Database on Conservation-Community Interface (NDCCI) is proposed to track relocation, compensation, and rehabilitation outcomes, alongside independent annual audits for compliance with the FRA, the Wildlife Protection Act (WPA), 1972, and human rights standards. Importantly, relocation must be voluntary, with verifiable consent from both Gram Sabhas and individual households.

The policy also empowers forest dwellers to remain in their habitats under the FRA and participate in biodiversity management, reinforcing the principle that ecological protection and tribal welfare are complementary, not contradictory

Conclusion 

By ensuring voluntary, scientifically justified, and rights-compliant relocation, the policy framework shifts India’s conservation paradigm from exclusion to collaborative stewardship. Upholding the constitutional duty to protect both environment (Article 48A) and vulnerable communities (Article 46), it promotes a balanced path toward sustainable development rooted in ecological integrity and social justice
 

 

Prelims

1.With reference to the recent Policy Framework for Relocation and Co-existence in India’s Tiger Reserves, prepared by the Ministry of Tribal Affairs, consider the following statements:

  1. The policy framework mandates that relocation of forest-dwelling communities shall be undertaken only after settlement of rights under the Forest Rights Act (FRA), 2006.

  2. It proposes the creation of a National Framework for Community-Centred Conservation and Relocation, to be jointly administered by the Ministries of Environment and Tribal Affairs.

  3. The framework allows relocation without Gram Sabha consent if it is justified on ecological grounds.

  4. It recommends annual independent audits of relocation projects to ensure compliance with the FRA and Wildlife Protection Act, 1972.

Which of the statements given above are correct?

(a) 1 and 2 only
(b) 1, 2 and 4 only
(c) 2 and 3 only
(d) 1, 3 and 4 only

Answer (b)
 

  • Statement 1 – Correct: The framework clearly states that relocation should be the last resort and only after FRA rights are settled.

  • Statement 2 – Correct: It proposes a joint national framework between the Environment and Tribal Affairs Ministries to ensure coordination and accountability.

  • Statement 3 – Incorrect: The framework explicitly requires verifiable consent from Gram Sabhas and individual households before any relocation, even if ecological necessity is cited.

  • Statement 4 – Correct: It calls for annual independent audits by empanelled agencies to monitor compliance with the FRA, WPA, and human rights standards.
 
 
 

What does new study show on diabetes risks?

For Preliminary Examination:  Current events of national and international Significance

For Mains Examination: GS III - General Science

Context:

India has one of the highest burdens of Non-Communicable Diseases (NCDs) globally, with over 100 million people living with diabetes and another 136 million classified as pre-diabetic. Despite this, most diagnoses still rely on conventional tools and tests which often detect the disease only after significant damage has occurred.

 

Read about:

What are Non-Communicable Diseases (NCDs)?

What are Communicable Diseases?

 

Key takeaways:

 

  • India faces one of the world’s largest challenges in managing Non-Communicable Diseases (NCDs). More than 100 million people in the country are currently living with diabetes, and another 136 million are in the pre-diabetic stage.
  • Despite this alarming prevalence, diagnosis still depends largely on traditional testing methods, which usually detect the disease only after it has caused substantial harm.
  • Biochemical markers are tiny molecules produced during the body’s metabolic activities. They include compounds such as sugars, lipids, and amino acids that mirror the functional state of different organs and systems.
  • The study of these molecules—known as metabolomics—helps identify subtle biochemical shifts that occur even before clinical symptoms appear. With advanced tools like liquid chromatography and mass spectrometry, researchers can assess hundreds of metabolites from a single blood sample to detect early disease signals.
  • In a recent study, scientists used a simple finger-prick technique to collect dried blood spot samples from 52 individuals, including healthy volunteers, diabetics, and patients with diabetic kidney disease (DKD).
  • They observed distinctive patterns in metabolite levels that could serve as early indicators of disease risk—potentially well before conventional diagnostic tests can detect them.
  • For India, such advancements hold major significance. The ICMR–India Diabetes Study found that about 11.4% of adults suffer from diabetes, while 15.3% are pre-diabetic. Combined with rising obesity and hypertension rates, this makes early diagnosis a national health priority.
  • Over 80% of people with NCDs in India remain undiagnosed or poorly treated. Metabolomic profiling could change this by enabling early risk detection, allowing doctors to intervene before organ damage occurs, thus reducing complications like kidney failure and cardiovascular disease.
  • If validated in larger studies, metabolomic biomarkers could pave the way for low-cost, portable diagnostic tools suitable for rural health systems. The use of dried blood spots simplifies sample collection, making large-scale screening feasible in underserved regions.
  • Moreover, metabolomics could promote personalised medicine, allowing treatment and lifestyle plans to be tailored based on an individual’s unique metabolic signature.
  • However, challenges remain. The current study involved a small sample size and must be replicated across larger and more diverse populations.
  • Converting metabolomic research into clinical use will also require standardised laboratory protocols, regulatory clearances, and cost-effective technology.
  • At present, mass spectrometry, the core analytical technique, is expensive and limited to research facilities. For widespread adoption, affordable alternatives are needed.
  • Researchers are now planning broader cohort studies to confirm these results across different age groups, ethnicities, and comorbid conditions.
  • If successful, India could emerge as a global leader in applying metabolomics to routine healthcare—transforming the country’s approach from reactive treatment to proactive prevention

 

Follow Up Question

Mains

1. “Early disease detection through metabolomic profiling can revolutionise India’s approach to non-communicable diseases.”
Discuss the significance, challenges, and future potential of integrating metabolomics into India’s public health system. (Word limit: 250)

Note: This is a refrence approach to the Question and Model Answer Only
 

Introduction:

Start with a contextual statement linking India’s NCD burden and the need for early detection.
Then define metabolomics briefly and introduce its relevance.

Body:

A. Significance of Metabolomic Profiling

  • Early Detection: Identifies metabolic changes even before symptoms appear, enabling preventive interventions.

  • Personalised Healthcare: Allows patient-specific treatment and lifestyle management based on unique metabolic patterns.

  • Low-Cost Scalability: The use of dried blood spot testing enables simple, minimally invasive, and scalable screening, especially in rural areas.

  • Better Disease Understanding: Helps understand the biochemical progression of diseases like diabetes and diabetic kidney disease (DKD).

  • Supports Public Health Policy: Data-driven insights can guide NCD prevention programmes under National Health Mission and Ayushman Bharat.

B. Significance for India

  • India has over 100 million diabetics and 136 million pre-diabetics (ICMR survey).

  • Over 80% of NCD patients remain undiagnosed or inadequately treated.

  • Integrating metabolomics can shift India from curative to preventive healthcare, reducing long-term economic and health burdens.

C. Challenges and Limitations

  • High Costs: Equipment like mass spectrometers are expensive and limited to advanced research labs.

  • Standardisation Issues: Lack of uniform protocols for sample collection, analysis, and interpretation.

  • Regulatory and Ethical Barriers: Clinical validation and approvals required before widespread use.

  • Infrastructure and Skilled Manpower: Rural healthcare systems lack trained personnel and lab capacity.

  • Limited Data Diversity: Current studies are small-scale; broader demographic studies are essential.

Conclusion:

End with a futuristic and policy-oriented perspective.
Introduction:
India bears one of the heaviest burdens of Non-Communicable Diseases (NCDs) globally, with over 100 million people living with diabetes and another 136 million classified as pre-diabetic. Traditional diagnostic tools often detect these diseases only after irreversible organ damage has occurred. In this context, metabolomic profiling—the large-scale study of biochemical markers in blood and tissues—offers a transformative tool for early and precise disease detection.
 

Body:
Metabolomics examines small molecules such as amino acids, sugars, and lipids produced during metabolism, revealing subtle physiological changes that precede clinical symptoms. Recent studies using dried blood spots in India have shown distinct metabolic patterns in diabetics and those with diabetic kidney disease, enabling risk identification much earlier than conventional tests.

For India, where 80% of NCD cases remain undiagnosed, such technologies can revolutionise healthcare. Early detection allows timely intervention, prevents complications, and reduces long-term treatment costs. It also supports personalised medicine, tailoring lifestyle and therapeutic measures based on individual metabolic profiles.

However, several challenges persist. High costs of mass spectrometry, lack of standardised laboratory protocols, limited research infrastructure, and need for regulatory validation hinder large-scale application. Moreover, India must build capacity and develop indigenous, affordable diagnostic platforms to make metabolomics viable in rural and primary healthcare setting

 

Conclusion:
Integrating metabolomic profiling into India’s public health framework can shift the healthcare paradigm from reactive treatment to proactive prevention. With strategic investment, research collaboration, and policy support, India can lead globally in leveraging metabolomics for early NCD management—ensuring healthier lives and reduced disease burden

 
 
 
Prelims
 
1.With reference to Metabolomic Profiling, consider the following statements:

  1. It involves the large-scale study of small molecules such as amino acids, lipids, and sugars produced during metabolic processes.

  2. It can help detect diseases like diabetes and kidney disorders at an early stage, before clinical symptoms appear.

  3. The technique primarily relies on satellite-based imaging and remote sensing for detecting biochemical changes in the body.

  4. Dried blood spot sampling is one of the methods used in metabolomic studies for easy sample collection.

Which of the statements given above are correct?

(a) 1, 2 and 4 only
(b) 1 and 3 only
(c) 2 and 4 only
(d) 1, 2, 3 and 4

 
Answer (a)
 

  • Statement 1 — Correct: Metabolomics studies small biomolecules such as amino acids, lipids, and sugars, which indicate metabolic activity and disease risk.

  • Statement 2 — Correct: It allows early detection of conditions like diabetes and diabetic kidney disease before symptoms appear.

  • Statement 3 — Incorrect: It does not involve satellite or remote sensing; instead, it uses laboratory techniques like liquid chromatography and mass spectrometry.

  • Statement 4 — Correct: Dried blood spot sampling (a finger-prick method) is an affordable and scalable approach used in metabolomic research, especially in rural or low-resource settings
 
 
 

How is AI going to be regulated in India?

For Preliminary Examination:  Current events of national and international Significance like regulating Artificial Intelligence

For Mains Examination: GS II & III - Governance & Science and Technology

Context:

On November 5, the Ministry of Electronics and Information Technology (MeitY) unveiled the India AI Governance Guidelines, a 66-page document outlining an approach to regulating and promoting the use of Artificial Intelligence (AI) technologies in Indian society. The guidelines’ launch marks one of the many steps the government is taking in the months leading up to the AI Impact Summit 2026, to be hosted by India in New Delhi.

 

Read about:

Artificial Intelligence (AI)

Large Language Models (LLMs) 

 

Key takeaways:

 

Purpose of the Guidelines

  • The newly released Artificial Intelligence (AI) guidelines aim to create a unified framework for regulating the rapidly expanding AI ecosystem in India. As the world’s second-largest user of Large Language Models (LLMs) like ChatGPT, India seeks to balance innovation with responsibility.
  • The policy envisions using AI’s transformative power to promote inclusive development and enhance global competitiveness, while also mitigating risks to individuals and society.
  • In recent international AI summits held in the U.K. (Bletchley Park), Seoul, and Paris, countries reached a broad consensus on managing AI: identifying and categorising potential risks, establishing accountability in cases of harm, and investing in AI safety research. The Indian guidelines build upon these principles to outline a national strategy.
  • Initially, a draft was prepared by a subcommittee under the Principal Scientific Adviser’s advisory group. However, the final version was framed by a separate committee formed by the Ministry of Electronics and Information Technology (MeitY) in July, headed by Professor Balaraman Ravindran of the Centre for Responsible AI (CeRAI), IIT Madras.

Key Recommendations

  • Grounded in principles of accountability, fairness, transparency, and human-centric development, the guidelines propose coordinated engagement among government departments, regulators, and standard-setting bodies.
  • This inter-ministerial coordination would be overseen by a proposed AI Governance Group, responsible for recommending legal reforms, developing safety tools, and ensuring consistent policy implementation.
  • For sector-specific oversight, institutions such as the RBI, NITI Aayog, and the Bureau of Indian Standards are expected to contribute within their domains. Private companies are encouraged to comply with national laws, adopt voluntary ethical frameworks, maintain transparency reports, establish grievance redressal mechanisms, and use technological solutions to manage risks.
  • The framework also depends on the AI Safety Institute (AISI) — an online, collaborative initiative under the IndiaAI Mission — to develop and share safety standards.
  • A distinctive feature of India’s approach is its emphasis on building digital infrastructure and expanding access to computing resources and datasets. State governments are urged to facilitate AI adoption through initiatives supporting local data use and computing capacity.
  • The guidelines also stress the creation of AI models trained on Indian language datasets to ensure cultural relevance and inclusivity.
  • Legal reform in the area of intellectual property and copyright is another focal point, given the growing challenges around AI-generated content.

 

Alignment with Broader Government Policy

  • India’s regulatory approach remains relatively flexible and innovation-friendly, except in specific areas like deepfakes, where the government has called for stronger content authentication measures. MeitY recently proposed mandatory labelling of AI-generated images and videos on social media platforms.
  • The guidelines are also consistent with ongoing efforts under the IndiaAI Mission, which focuses on acquiring Graphics Processing Units (GPUs) for a national compute grid to support startups, researchers, and academic institutions.

 

Follow Up Question

Mains

1.“India’s new Artificial Intelligence (AI) guidelines aim to balance innovation with ethical governance. Discuss the key features of the framework and its significance for inclusive and responsible AI development in India.” (Answer in 250 words)

Note: This is a refrence approach to the Question and Model Answer Only
 

Introduction (40–50 words)

Briefly introduce India’s context in the global AI landscape — its growing user base, potential for inclusive development, and the need for ethical oversight. Mention that the new guidelines mark a strategic shift toward harmonising innovation, safety, and accountability.

Body (150–170 words)

(a) Key Features of the AI Guidelines

  • Emphasise principles such as people-centricity, fairness, transparency, and accountability.

  • Propose an AI Governance Group for coordination among ministries, regulators, and standards bodies (e.g., RBI, BIS, NITI Aayog).

  • Encourage voluntary compliance and transparency reports by private firms.

  • Depend on the AI Safety Institute (AISI) under the IndiaAI Mission to ensure model testing and responsible deployment.

  • Stress AI infrastructure development, data accessibility, and Indian language inclusion to make AI locally relevant.

  • Recommend legal reforms to address AI-related copyright and intellectual property challenges.

(b) Alignment with Broader Policy Goals

  • Supports India’s “Digital India” and “IndiaAI Mission” goals.

  • Consistent with global frameworks on AI ethics (like those discussed in Seoul and Bletchley Park summits).

  • Addresses risks of misinformation through content authentication and deepfake labelling rules

Conclusion (30–40 words)

Sum up the forward-looking nature of the framework — India’s attempt to regulate AI through collaboration rather than restriction, ensuring technological sovereignty and public trust.
Introduction:
India has emerged as the world’s second-largest user of Artificial Intelligence (AI) tools like Large Language Models (LLMs) after the United States. Recognising AI’s transformative potential alongside its ethical and social risks, the Ministry of Electronics and Information Technology (MeitY) has released comprehensive guidelines to ensure responsible, inclusive, and transparent AI governance.
 

Body:

  • The guidelines rest on core principles of accountability, fairness, transparency, and people-centric innovation.
  • They propose the formation of an AI Governance Group, an inter-ministerial body to coordinate between regulators such as the RBI, NITI Aayog, and the Bureau of Indian Standards.
  • This group will review legal frameworks, set standards, and oversee safety mechanisms.
  • The guidelines encourage private entities to publish transparency reports, establish grievance redressal mechanisms, and ensure compliance with national laws.
  • The framework relies on the AI Safety Institute (AISI) under the IndiaAI Mission for testing and monitoring AI models.
  • A distinctive feature is the emphasis on building AI infrastructure and accessibility—states are encouraged to expand computing resources and develop AI models trained on Indian language datasets.
  • The guidelines also acknowledge emerging challenges in intellectual property rights and recommend updating copyright laws to address AI-generated content
 Conclusion:
India’s AI framework reflects a balanced approach—promoting innovation while embedding ethical safeguards. By combining institutional coordination, digital infrastructure, and a focus on inclusivity, the policy positions India to lead the Global South in shaping responsible and human-centric AI governance
 
 
Prelims
 
1.With the present state of development, Artificial Intelligence can effectively do which of the following? (UPSC CSE 2020)

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)
 

1. Bring down electricity consumption in industrial units ✅
✔ Correct.
AI is already used in industries for predictive maintenance, process optimisation, and energy efficiency management, which helps reduce power consumption.

2. Create meaningful short stories and songs ✅
✔ Correct.
AI tools (like ChatGPT, Bard, or music-generating AI) can already compose text and music — i.e., creative content generation.

Disease diagnosis ✅
✔ Correct.
AI is widely used in medical imaging, pattern recognition, and diagnostics (e.g., detecting cancer, diabetes, retinal disorders).

Text-to-Speech Conversion ✅
✔ Correct.
AI models like Google Voice, Alexa, and Siri perform natural text-to-speech conversion effectively

Wireless transmission of electrical energy ❌
✖ Incorrect.
This is not related to AI; it’s a concept in electrical engineering and physics, not artificial intelligence.
 
 
 
For Preliminary Examination:  Current events of national and international Significance
 
For Mains Examination: GS III - Environment and Ecology
 
Context:
 
 With current levels of global climate action unable to make any significant dent in rising temperatures, India has called on developed countries not just to achieve net-zero emissions status earlier than scheduled but to begin targeting net-negative emissions.
 
Read about:
 
What do you understand about Net-zero emissions?
 
What is the Paris Agreement?
 
 
Key takeaways:
 
 
  • The Paris Agreement, adopted in 2015, is a landmark global accord signed by nearly all nations with the objective of combating climate change and mitigating its harmful impacts. The central aim of the agreement is to limit global temperature rise this century to well below 2°C above pre-industrial levels, while striving to restrict it further to 1.5°C.
  • The inclusion of the 1.5°C target is based on scientific assessments that warn of severe and prolonged consequences for vulnerable regions and ecosystems if this threshold is crossed.
  • Under the Agreement, each member country — known as a Party — must submit, every five years, its Nationally Determined Contributions (NDCs), outlining its plans and progress in reducing emissions and adapting to climate change.
  • Although the UN Framework Convention on Climate Change (UNFCCC) initially laid the foundation for global cooperation on climate issues, it lacked binding commitments, necessitating the creation of additional mechanisms to advance its goals.
  • Over time, this framework evolved to establish key institutions and processes, such as the Conference of the Parties (COP), which serves as the decision-making body of the convention.
  • The COP meetings, held annually, bring together almost every country in the world — a total of 198 Parties (197 nations plus the EU) — to evaluate progress, negotiate new commitments, and strengthen collective climate action. It remains the only universal platform for multilateral discussions on global climate policy.
  • At the Leaders’ Summit in Belem, Brazil, held before the COP30 conference, India’s ambassador to Brazil, Dinesh Bhatia, highlighted that global efforts remain insufficient, mainly due to the inadequate contribution of developed nations compared to their historical responsibilities.
  • The concept of net-zero emissions refers to achieving a balance between greenhouse gases emitted and those absorbed either naturally (through forests, oceans) or artificially (via carbon capture technologies). A net-negative scenario occurs when absorption surpasses emissions.
  • Globally, the target year for achieving net-zero emissions is 2050, though deadlines vary — most developed countries aim between 2040 and 2050, China by 2060, and India by 2070. No country has yet announced a net-negative target.
  • However, the world remains far from meeting the temperature goals of the Paris Agreement. Studies suggest that global emissions must decline by 43% below 2019 levels by 2030 to maintain the 1.5°C goal, but current trends indicate even a 2% reduction may be unlikely by that year.
  • The limited progress, coupled with events like the U.S. withdrawal from the Paris Agreement, has raised concerns about the UN-led climate negotiation framework’s ability to deliver meaningful outcomes
 
Follow Up Question
 
Mains
 
1.“The Paris Agreement represents a significant milestone in global climate governance, yet its implementation challenges continue to hinder progress toward climate goals.” Discuss. (Answer in 250 words)
 
Note: This is a refrence approach to the Question and Model Answer Only
 

Introduction (40–50 words)

Introduce the Paris Agreement — its origin, purpose, and global importance. Set the context for the challenges in implementation

Body (150–180 words)

1. Objectives and Mechanism:
The Agreement commits all Parties to submit Nationally Determined Contributions (NDCs) every five years, reflecting their efforts to reduce greenhouse gas emissions and adapt to climate impacts. It emphasizes equity and common but differentiated responsibilities, allowing flexibility for developing nations.

2. Achievements:

  • Near-universal participation — 198 Parties, including developing nations like India and China.

  • Mainstreaming of net-zero targets — global target by 2050; India by 2070, China by 2060.

  • Strengthened climate diplomacy and awareness on sustainable pathways.

3. Implementation Challenges:

  • Insufficient ambition: Global emission reduction still far below the 43% target needed by 2030.

  • Financial gaps: Developed countries have failed to deliver the promised $100 billion annual climate finance.

  • Technological inequity: Developing nations lack access to affordable green technologies.

  • Geopolitical tensions: Withdrawal (as seen with the U.S.) and conflicting economic interests weaken collective action.

Conclusion (40–50 words)

Summarize by reinforcing the need for renewed global solidarity and accountability mechanisms.

Introduction:

The Paris Agreement, adopted in 2015 under the United Nations Framework Convention on Climate Change (UNFCCC), is a landmark global accord to combat climate change. It aims to limit global temperature rise to well below 2°C above pre-industrial levels, while striving to restrict it to 1.5°C. Unlike previous top-down mechanisms, it relies on voluntary and nationally determined commitments by all countries

 

Body:

Significance of the Paris Agreement:

  • Established a universal framework involving both developed and developing nations, based on common but differentiated responsibilities.

  • Introduced Nationally Determined Contributions (NDCs), requiring countries to report progress every five years.

  • Encouraged global climate ambition — with major emitters like China (net-zero by 2060) and India (net-zero by 2070) committing to long-term targets.

  • Fostered international cooperation in finance, technology transfer, and capacity building.

Implementation Challenges:

  • Insufficient emission reductions: Current efforts are inadequate — global emissions need a 43% cut by 2030, yet progress remains sluggish.

  • Climate finance gaps: Developed countries have not met the $100 billion annual commitment to assist developing nations.

  • Weak enforcement: The Agreement lacks strong compliance mechanisms.

  • Geopolitical and economic disparities: Conflicts of interest and uneven technological capabilities hinder collective action

Conclusion:

The Paris Agreement symbolizes hope for coordinated global climate action. However, its success depends on translating commitments into credible implementation. Strengthening accountability, ensuring equitable finance, and enhancing technology cooperation are essential. Only through inclusive and sustained efforts can the world realize the Agreement’s vision of a low-carbon and climate-resilient future

 
 
 
Prelims
 
1. With reference to the Agreement at the UNFCCC Meeting in Paris in 2015, which of the following statements is/are correct? (UPSC 2016)

1. The Agreement was signed by all the member countries of the UN and it will go into effect in 2017.

2. The Agreement aims to limit greenhouse gas emissions so that the rise in average global temperature by the end of this century does not exceed 2°C or even 1.5°C above pre-industrial levels.

3. Developed countries acknowledged their historical responsibility for global warming and committed to donate $1000 billion a year from 2020 to help developing countries cope with climate change.
 
Select the correct answer using the code given below
A. 1 and 3 only
B.  2 only
C.  2 and 3 only
D.  1, 2 and 3
 
 
Answer (B)
 

Statement 1: ❌ Incorrect
The Paris Agreement was not signed by all UN member countries (though nearly all did).
It was adopted in December 2015 and entered into force on November 4, 2016, not in 2017.

Statement 2: ✅ Correct
The central aim of the Paris Agreement is indeed to limit the global temperature rise this century to well below 2°C above pre-industrial levels and to pursue efforts to limit the increase to 1.5°C.

Statement 3: ❌ Incorrect
Developed countries did acknowledge their historical responsibility, but the financial commitment is $100 billion per year, not $1000 billion, starting from 2020 to support developing countries in mitigation and adaptation efforts.
 
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