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AI Sovereignty: From Adoption to Independent Evaluation Context: India aims to become the world’s “AI use capital,” using its linguistic diversity, digital public infrastructure, young workforce and startup ecosystem. Core concern: AI success is measured through users, languages and adoption, but not through real outcomes, safety failures and social harms. Strategic dependency: India’s AI ecosystem largely depends on foreign foundation models and compute infrastructure. Dependence becomes risky when India cannot negotiate terms or verify performance independently. Meaning of AI sovereignty: It does not require building every model domestically; it means retaining the power to choose, test, regulate and set conditions for foreign and domestic AI systems. Independent evaluation: AI must be assessed in Indian languages and real-life settings for safety, bias, human–AI interaction, labour displacement, loss of human judgment and other systemic harms. Way forward: Use government procurement to enforce safety standards; establish application-layer testing sandboxes; strengthen post-deployment monitoring and grievance redressal; and fund independent third-party evaluators involving technical institutions and civil society. Conclusion: India can become an AI use capital only by simultaneously developing strong AI evaluation capacity, ensuring that technology remains useful, accountable and socially trustworthy. #GS2mains

1. “In India, at present caste is no more a social phenomenon, rather it is a political phenomenon.” Do you agree with this statement? Analyse and give reasons to support your answer. [70th BPSC]

Census 2027 and the Politics of Counting Caste Current Context -In 2025, the Union Cabinet announced that caste enumeration would form part of the decennial Census. Its open-ended format may record thousands of caste names, creating major classification and data-processing challenges. -India currently relies largely on survey-based estimates for OBC and non-SC/ST populations; the Mandal Commission itself identified 3,743 OBC groups across the country. Historical Background -1951 Census: Independent India discontinued general caste enumeration to break from the colonial practice of rigidly classifying society and using caste for divide-and-rule policies. -Sardar Patel’s view: Administrative efforts should focus on collecting basic socio-economic data, rather than perpetuating elaborate caste tables. -B.R. Ambedkar: He recognised that caste remained a social reality and argued that the absence of caste data could not prove the absence of caste. -First Backward Classes Commission (Kaka Kalelkar Commission): Recommended redesigning the 1961 Census to enumerate caste scientifically because welfare measures required reliable data on backward groups. -Mandal Commission: Renewed the demand for caste enumeration; chairman B.P. Mandal highlighted the inconsistency of recognising caste in policy while refusing to count it in the Census. Why Caste Enumeration Is Needed -Caste continues to shape access to education, employment, assets, political representation and state welfare. -Reliable data can reveal the actual extent of deprivation and enable evidence-based affirmative action, targeted welfare and equitable distribution of resources. -It can identify inequalities within broad categories such as OBCs and help prevent benefits from being cornered by dominant groups. -Official data could replace politically driven claims and estimates with measurable evidence. Earlier Political Attempts -In 2001, the government rejected caste enumeration. -In 2010, the government accepted its necessity but shifted the exercise into the Socio—Economic and Caste Census (SECC), which produced data containing classification problems and was not fully released. -Recent caste surveys in Bihar, Karnataka and Telangana have generated significant data but have not, by themselves, produced major structural transformation. Major Challenges -Data quality: Multiple spellings, synonyms, sub-castes and regional variations may generate thousands of entries and make standardisation difficult. -Administrative capacity: Census officials must classify complex identities and integrate them with socio-economic information accurately. -Politicisation: Data may intensify competitive identity politics and demands for proportional reservation. -Reservation ceiling: Enumeration may revive pressure to breach the judicially recognised 50% reservation ceiling, making the issue legally and politically contentious. -Risk of caste reification: Official enumeration may harden fluid identities and reproduce the colonial tendency to fit society into rigid categories. -Data without reform: Enumeration alone cannot eliminate discrimination or alter unequal ownership of education, employment and economic resources. Way Forward -Establish transparent and scientifically designed protocols for self-enumeration, coding, verification and classification. -Link caste data with indicators of education, employment, income, assets and social deprivation. -Ensure independent expert scrutiny, privacy protection and timely publication of anonymised data. -Use findings for rational policy correction and equitable resource allocation, rather than merely expanding electoral caste mobilisation. Conclusion A caste census can expose the real structure of contemporary inequality, but it is only a diagnostic instrument. Its democratic value will depend on whether the data enables evidence-based social justice or becomes another tool of competitive caste politics and technocratic classification. #GS2mains #ESSAY

Social Justice Politics: From “Garrison” to “Vanguard” Current Context The 2027 Census will separately enumerate non-SC/ST sub-castes, effectively revisiting caste data collection after the Socio-Economic and Caste Census, 2011. However, multiplicity of sub-caste names and fluid identities may complicate their aggregation into broader categories and reduce the data’s direct utility for affirmative-action policy. Changing Politics of Caste Census The caste census was expected to reveal OBC under-representation and strengthen demands for reservation proportional to their estimated population- around 50%. Yet its acceptance has produced limited political mobilisation, suggesting fragmentation of the earlier unified OBC political constituency. Possible causes include intra-OBC competition, weakening caste consolidation and different interests of Hindu OBCs and backward groups among Muslims and Christians. Evolution of Social Justice -Constitutional foundation: The Poona Pact and the constitutional settlement created safeguards and affirmative action for SCs and STs in legislatures, public employment and education. -Expansion: Reservation was extended to OBCs in public employment during the 1990s and to educational institutions in 2006. -Democratic entrenchment: Universal adult franchise made marginalised communities too significant to be excluded from electoral democracy. -Public reactions to remarks on reviewing reservation before the 2015 Bihar election and the perceived dilution of the SC/ST (Prevention of Atrocities) Act in 2018 showed that these gains had become politically irreversible. Central Argument -Social justice now constitutes the “floor rather than the ceiling” of India’s democratic aspiration- it has established minimum equality but has not achieved complete social transformation. -Its major success lies in representation and democratisation of power; its limitation is inadequate transformation of underlying socio-economic structures. -Contemporary social-justice politics often seeks a greater share in existing power and resources rather than restructuring the system producing inequality. -Raising OBC reservation from 27% to 50% may improve representation, but cannot overcome India’s deeper problem of insufficient jobs and opportunities. From Garrison to Vanguard -Earlier caste mobilisation functioned as a “garrison”- a defensive strategy for communities facing exclusion and entrenched caste power. -The rise of Dalit and OBC students as leaders of broader protests in Delhi and Ranchi indicates a transition towards a “vanguard” role. -Marginalised groups must move beyond narrow identity-based demands and lead a universal movement for equality, justice, employment and human dignity. #GS2mains #ESSAY