Context:

• An AI system was asked whether the U.S. submarine’s sinking of the Iranian frigate IRIS Dena in Sri Lanka’s Exclusive Economic Zone (EEZ) was legal under international law. The AI quickly replied that the action was “not illegal.”
• However, the response did not mention the ongoing legal debate over military activities in an EEZ or the fact that many countries interpret the United Nations Convention on the Law of the Sea (UNCLOS) differently from the U.S. and its allies.
• When the response was questioned, citing India’s position that Article 58 of UNCLOS requires coastal-state consent for foreign military activities in an EEZ, the AI revised its answer.
• It admitted that its earlier conclusion relied mainly on Western naval doctrine and legal scholarship.
• This highlighted a systemic bias in AI systems, reflecting the dominance of Western perspectives in their training data, which can have significant geopolitical implications.

AI and Competing Interpretations of International Maritime Law

• Article 58 of the UNCLOS allows foreign states freedom of navigation, overflight, and other lawful uses of the sea in a country’s EEZ. However, countries interpret this provision differently.
• The U.S. and its allies interpret these freedoms broadly, allowing activities such as military exercises, intelligence gathering, submarine operations, weapons testing, and even combat beyond territorial waters.
• In contrast, India and many Global South countries interpret the provision more narrowly.
• They argue that such freedoms must be directly related to navigation or overflight and that foreign military activities in an EEZ require the consent of the coastal state, respecting the “due regard” principle under Article 58(3).

Overlooked Humanitarian Obligation

• The AI system’s response also ignored a humanitarian issue related to the incident. Article 18 of the Second Geneva Convention requires parties in a conflict to take all possible measures to rescue shipwrecked sailors without delay.
• Reports suggested that the attacking submarine left the scene quickly, leaving rescue operations to the Sri Lankan Navy, which responded to the distress call.
• In the incident, 87 sailors died while 32 were rescued. The AI initially failed to consider this legal and humanitarian obligation.

Structural Bias in AI Systems

• The exchange revealed that AI systems are not neutral interpreters of international law.
• Their responses often reflect the perspectives present in their training data, which are largely dominated by Western legal scholarship and institutional sources.
• As a result, Western interpretations of international law tend to appear as the default position, while views from the Global South are treated as secondary or overlooked.

Implications for Global Discourse

• The case of the IRIS Dena sinking shows that conflicts and legal interpretations in regions like the Indian Ocean are increasingly shaped by algorithmic systems and AI tools used by policymakers and analysts.
• If AI systems consistently prioritise certain interpretations of international law, they can influence global discourse and reinforce existing geopolitical power asymmetries.

India’s Strategic Choices in the Global AI Landscape

• The global AI ecosystem is increasingly becoming bipolar, dominated by U.S. and Chinese technological architectures.
• India faces a strategic choice between adopting the U.S. AI stack, the China AI stack, or building a sovereign Indian AI ecosystem.
• Debate Over the U.S. AI Stack
  • The U.S. AI stack offers advanced chips, cloud infrastructure, models, and platforms to trusted partners, presenting a quick path to AI capability.
  • However, reliance on foreign-controlled infrastructure could limit India’s technological sovereignty, as core computing resources and models would remain externally controlled.
• Pragmatic Approach: Focus on AI Applications
  • Some experts argue that India should focus on deploying AI applications rather than competing in building foundational models.
  • Integrating global AI systems into sectors like healthcare, agriculture, education, and governance could deliver faster economic benefits.
• Concerns About Strategic Dependence
  • Supporters of AI sovereignty warn that dependence on foreign foundational models may create long-term risks.
  • U.S.-developed AI systems often reflect Western data, cultural perspectives, and strategic priorities, which may not align with India’s realities.
• Risk of Digital Colonialism
  • Heavy reliance on external AI infrastructure could lead to digital colonialism, where foreign algorithms control data flows, influence innovation pathways, and shape knowledge production within India’s digital ecosystem.

The Path Toward India’s AI Sovereignty

• Need for Indigenous AI Capabilities - India must move beyond being a consumer of foreign AI systems or merely developing applications on external platforms. It needs to produce its own AI models, datasets, and analytical frameworks to maintain technological independence.
• Building Domestic AI Infrastructure - Achieving this goal requires strategic investment in domestic computing power, indigenous training datasets, secure data infrastructure, and AI models that reflect India’s linguistic diversity and social realities.
• Avoiding Cognitive Dependence - Excessive reliance on foreign AI architectures risks outsourcing not only computation but also knowledge creation and interpretation, allowing external systems to shape India’s narratives and decision-making processes.

AI as a Strategic and Civilisational Challenge

• Artificial intelligence is becoming a global strategic competition. Countries that fail to develop their own AI systems may eventually rely on external models to interpret information and shape policy choices.
• India now faces a crucial decision: remain dependent on foreign digital systems or develop a sovereign AI ecosystem.
• Similar to its achievements in space, nuclear technology, and digital public infrastructure, India must build its own independent AI stack.

Why in the News?

• The Supreme Court recently intervened in the Special Intensive Revision (SIR) of electoral rolls in West Bengal by deploying judicial officers to examine nearly 60 lakh disputed cases related to voter list verification.

What’s in Today’s Article?

• About SIR (Basics, Categories of Cases in SIR Process)
• SIR in West Bengal (Controversy, State Govt’s Opinion, Court’s Observation, Structural Issues, etc.)

Special Intensive Revision (SIR) of Electoral Rolls

• The SIR is a comprehensive exercise conducted by the Election Commission of India (ECI) to update and verify electoral rolls.
• The purpose of the process is to ensure that voter lists remain accurate, inclusive, and free from errors such as duplicate or ineligible entries.
• Electoral rolls form the foundation of democratic elections in India because only those whose names appear on the voter list are eligible to vote.
• Therefore, maintaining accurate and updated rolls is essential to protect the integrity of the electoral process.
• The SIR process typically involves several steps:

• Verification of existing voter records
• Identification of discrepancies in voter information
• Inclusion of newly eligible voters
• Deletion of names of deceased or ineligible persons
• Correction of errors in personal details

• Electoral Registration Officers (EROs) and Assistant Electoral Registration Officers (AEROs) play a key role in scrutinising applications and documents submitted by citizens.

Categories of Cases in the SIR Process

• During the SIR exercise, certain cases are flagged for deeper scrutiny due to irregularities or inconsistencies in voter data.
• Two major categories identified in the West Bengal revision process include:
  • Logical Discrepancies: These cases arise when inconsistencies appear in voter details such as age, address, or identity information that do not logically match official records.
  • Unmapped Cases: These involve voter entries that cannot be clearly linked with previously verified electoral rolls or relevant documentation.
• Individuals falling under these categories are required to submit supporting documents to confirm their eligibility.
• In the ongoing revision process in West Bengal, nearly 60 lakh such cases require adjudication, making the exercise unusually large and complex.

Supreme Court’s Intervention in the SIR Process

• The Supreme Court stepped in when disputes arose between the Election Commission and the West Bengal government regarding the conduct of the SIR process.
• Recently, the Court invoked its extraordinary powers under Article 142 of the Constitution to ensure the continuation and completion of the electoral roll revision.
• The Court directed the deployment of judicial officers to assist in scrutinising and adjudicating disputed voter cases.
• Initially, judicial officers from West Bengal were deployed. Later, the Court facilitated the inclusion of additional officers from neighbouring states such as Odisha and Jharkhand to accelerate the process.
• This measure was taken because the second phase of the SIR was nearing completion, and the large number of pending cases required urgent examination.

Dispute Between the Election Commission and the State Government

• The conflict primarily revolved around the availability of appropriate officials to carry out quasi-judicial functions related to voter verification.
• The Election Commission argued that the State government had not provided Group ‘A’ officers of the rank of Sub-Divisional Officer (SDO) or Sub-Divisional Magistrate (SDM) to serve as Electoral Registration Officers.
• Instead, the State had deployed officials from Group ‘B’ and ‘C’ cadres, which the Commission considered unsuitable for adjudicating complex documentation cases.
• The West Bengal government, however, disputed these claims and raised concerns regarding the procedures adopted by the Election Commission.
• Another issue involved the deployment of micro-observers by the Election Commission to assist in the verification process. The State government argued that this move was inconsistent with the guidelines governing the SIR exercise.

Supreme Court’s Observations on the Issue

• The Supreme Court emphasised that the SIR process should not be delayed, particularly because elections were approaching.
• The Court criticised repeated petitions filed regarding the SIR process and stressed that unnecessary litigation should not obstruct electoral preparations.
• At the same time, the Court attempted to strike a balance between two objectives:

• Ensuring that the SIR process is completed on time
• Maintaining the credibility and seriousness of the electoral roll verification exercise

• By appointing judicial officers to examine disputed cases, the Court sought to bring an independent and credible mechanism to the process.

Structural Issues in India’s Electoral System

• The controversy surrounding the SIR process has revived a long-standing institutional question about the Election Commission’s administrative structure.
• Under Article 324 of the Constitution, the Election Commission is responsible for the supervision, direction, and control of elections.
• However, the Commission does not have a permanent administrative staff of its own. Instead, it relies on personnel temporarily deputed from the Central and State governments.
• The recent dispute in West Bengal highlights the limitations of this arrangement. Since election officials ultimately belong to government services, questions sometimes arise regarding their independence in sensitive electoral processes.

Importance of Accurate Electoral Rolls

• An accurate and transparent electoral roll is crucial for the credibility of democratic elections. Errors in voter lists can result in:

• Exclusion of eligible voters
• Inclusion of ineligible individuals
• Electoral disputes and litigation

• Therefore, periodic revisions such as the SIR help ensure that electoral rolls remain updated and reliable.

Context:

• Recently, Andhra Pradesh Chief Minister N. Chandrababu Naidu proposed a ₹25,000 cash incentive for couples having a second or third child to counter the state’s declining fertility rate.
• Andhra Pradesh’s Total Fertility Rate (TFR) is about 1.4, well below the replacement level of 2.1.
• This has revived the broader debate on whether financial incentives can reverse declining birth rates, an issue already witnessed in Sikkim and several countries globally.

India’s Emerging Demographic Concern:

• Declining fertility in States:
  • Several Indian states are witnessing fertility decline below replacement level.
  • For example, Sikkim has the lowest TFR in India (~1.1). Andhra Pradesh (1.4) is also facing a similar trajectory.
• Potential implications: Ageing population, shrinking workforce, pressure on social security systems, and reduced demographic dividend
• These concerns have prompted state governments to explore pro-natalist policies.

Sikkim’s Pro-Natalist Policy Experiment:

• Around 2022, Sikkim introduced one of India’s most comprehensive pro-natalist policies.
• Key features of these policies:
  • Financial incentives for government employees: One additional salary increment for the birth of a second child, and two increments for a third child.
  • Childcare support: State-funded childcare attendants for women employees after childbirth. This is designed to reduce work–family conflict.
  • Expanded parental leave: Maternity leave extended to one year, and paternity leave introduced to promote shared parenting.
  • Benefits for private sector mothers: ₹5,000 per month for one year after the second child. ₹10,000 per month for one year after the third child.
  • Addressing infertility: (The Vatsalya Scheme)
    • Government funding for up to two IVF cycles for couples unable to conceive naturally.
    • 38 women enrolled in the initial phase, indicating infertility as a contributing factor.
• Outcome: Despite these extensive incentives, Sikkim’s fertility rate remains extremely low, and the anticipated baby boom has not materialised.

Global Experience with Pro-Natalist Policies:

• Many countries facing demographic decline have experimented with similar policies. For example,
• Singapore (TFR: 1.0): Measures include baby bonuses, tax rebates, subsidised childcare, and housing incentives. Despite generous support, fertility remains very low.
• South Korea (TFR: 0.7 [lowest globally]): Massive investment in cash grants, childcare subsidies, housing benefits, and parental leave. Yet fertility continues to decline sharply.
• Japan (TFR: 1.3): Long-standing policies to support families, but birth rates remain below replacement level.
• China: After abandoning the one-child policy, China allowed two and later three children, with incentives. However, birth rates continue to fall.
• Hungary (a partial success):
  • TFR rose from 1.23 (2011) to 1.55 after aggressive family-support policies - housing subsidies, subsidised loans written off after multiple births, and lifetime income tax exemption for mothers with four or more children
  • However, fertility still remains below replacement level, and some experts attribute the rise to earlier childbirth rather than more children overall.

Structural Causes of Fertility Decline:

• Financial incentives often fail because fertility decline is driven by deeper socio-economic transformations.
• These are -
  • Changing social norms: Delayed marriage (declining fertility window), greater female workforce participation (childbirth leading to career interruptions for women), and changing aspirations regarding family size.
  • Rising cost of living: Urban housing costs, expensive education and childcare.
  • Quality vs quantity of children: Couples prefer fewer children with higher investment per child.
  • Work–life balance challenges: Limited flexible workplaces, lack of affordable childcare infrastructure, gender inequality in caregiving responsibilities.

Way Forward - Building Family-Friendly Societies:

• International experience suggests that long-term structural support works better than short-term incentives.
  • Affordable childcare infrastructure: Publicly supported daycare systems.
  • Predictable parental leave: Gender-neutral parental leave policies.
  • Flexible work arrangements: Remote work, flexible hours, and work-life balance policies.
  • Housing and social security support: Family-friendly housing policies. Strengthening social protection systems.
  • Addressing infertility: Expanded access to assisted reproductive technologies (ART) such as IVF.
• Countries like France and Nordic states have managed to stabilise fertility levels by making parenthood compatible with modern lifestyles.

Conclusion:

• The proposal by Andhra Pradesh reflects growing concern about India’s long-term demographic trajectory. However, financial incentives alone cannot reverse declining fertility.
• Therefore, effective population policies must focus on creating a supportive ecosystem for families shaped by economic security, social stability, gender equality, and work-life balance.
• Ultimately, the decision to have children is less about incentives and more about a family’s confidence in its economic future and social stability.

Context

• The war involving Iran, the United States, and Israel has exposed serious weaknesses in the security framework of the Persian Gulf.
• What was expected to be a rapid victory for two of the world’s most technologically advanced militaries has instead evolved into a conflict that challenges long-standing assumptions about military power, deterrence, and regional alliances.
• Iran’s ability to retaliate against strategic targets has shaken the confidence of Gulf states in decades-old security guarantees offered by the United States.
• The unfolding conflict reveals the fragility of externally backed security arrangements and reinforces a fundamental principle: national security cannot be permanently outsourced.

Iran’s Strategic Retaliation and the Changing Nature of War

• Iran’s response has altered the anticipated course of the war. Rather than collapsing under pressure, Iran has demonstrated the capacity for strategic retaliation by striking targets previously considered safe.
• These include multiple American military bases across the Gulf region in Saudi Arabia, the United Arab Emirates, Qatar, Bahrain, Jordan, Iraq, Syria, and Oman.
• By targeting these facilities, Iran has demonstrated that even the most protected installations are not immune to modern warfare.
• The attacks have extended beyond military installations to include critical energy infrastructure, such as oil depots, oil fields, and gas facilities.
• The most disruptive development has been the closure of the Strait of Hormuz, one of the world’s most vital energy chokepoints.

The Gulf Security Arrangement and Its Failures

• The Gulf Security Arrangement
  • After the Iranian Revolution of 1979–80, Gulf monarchies perceived Iran as a major geopolitical and ideological threat.
  • In response, the United States emerged as the primary guarantor of regional stability.
  • The Carter Doctrine declared that any attempt by external forces to control the Persian Gulf would be viewed as a threat to American vital interests, to be countered with military force if necessary.
  • Over time, this commitment evolved into an extensive system of defence partnerships, military deployments, and arms agreements with Gulf states.
  • One initiative was the proposed Middle East Strategic Alliance (MESA), often described as an Arab NATO.
• The Failures
  • The framework aimed to unite Gulf Cooperation Council (GCC) members with Egypt and Jordan in a coordinated regional defence structure supported by the United States.
  • However, political divisions within the region, including the Qatar blockade in 2017, prevented the alliance from materialising.
  • Reports indicate that several Gulf countries have depleted their missile interceptors, while the United States prioritises limited defensive resources for Israel.
  • For many Gulf states, the realisation that external security guarantees may not hold during major crises has been deeply unsettling.

Regional Consequences and Strategic Reassessment

• Gulf states are increasingly reassessing their dependence on American military protection.
• Discussions have emerged about reducing investment commitments in the United States and reconsidering the presence of American military bases on Gulf soil.
• Such decisions would represent a profound transformation of the regional security architecture that has existed since the late twentieth century.
• The strategic alignment between the Gulf monarchies and the United States has long been a cornerstone of Middle Eastern geopolitics.
• A shift away from this arrangement could lead to new partnerships, diversified security strategies, or greater emphasis on regional self-reliance.

Lessons for India: The Importance of Strategic Self-Reliance

• For decades, India remained one of the world’s largest arms importers, relying heavily on foreign suppliers for military equipment.
• The Kargil War of 1999 exposed critical shortages and operational vulnerabilities caused by excessive dependence on imports.
• The Kargil Review Committee subsequently emphasised the need for defence self-reliance.
• Meaningful progress accelerated after 2014 with the policy emphasis on Atma Nirbharta.
• Domestic defence manufacturing expanded significantly, reducing the share of imports while encouraging private sector participation.
• Indigenous platforms such as the BrahMos missile, the Tejas fighter aircraft, advanced artillery systems, and domestic ammunition production strengthened India’s strategic capabilities.
• India has also expanded defence exports, reaching record levels in recent years while reducing import dependency.
• The development of a stronger domestic defence industry has improved strategic autonomy, ensuring that national security decisions are not constrained by external suppliers during crises.

Conclusion

• The Iran–U.S.–Israel conflict has exposed structural weaknesses in the Gulf’s long-standing security framework.
• Iran’s ability to strike high-value targets has challenged the perception of military invulnerability surrounding American infrastructure in the region.
• More importantly, the inability of the United States to fully shield its allies has raised serious questions about the credibility of external protection systems.
• In an era of rapidly evolving warfare, self-reliance, preparedness, and strategic independence remain the most reliable guarantees of national security.