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Daily Mains Practice Answer 10-08-2026

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August 18, 2026

Q. Analyse Kerala’s AI governance initiative as a case of policy innovation in Indian federalism. Evaluate the challenges of ensuring public accountability when governance decisions are increasingly mediated by AI systems. (10 marks, 150 words)

Direction: Intro------ Kerala’s AI governance initiative + challenges to public accountability------Conclusion.

Introduction:

Describe briefly Kerala’s AI governance initiative (or) describe in general Kerala’s uniqueness in education, technology-based infrastructure, etc.

Main Body

Kerala as a policy innovation in Indian federalism

  • From e-Governance to AI Governance – Use AI for policy-making, service delivery, grievance redressal and disaster management.
  • State as a policy laboratory – Kerala's experimentation allows the State to develop context-specific solutions before they are replicated nationally.
  • Cooperative Federalism – Align Kerala’s initiatives with the Union’s IndiaAI Mission while retaining State-level flexibility.
  • Competitive Federalism – Encourage States to compete in responsible, citizen-centric AI innovation rather than merely competing for investment.
  • Democratic advantage – Leverage Kerala's relatively strong institutions of local governance and public participation to promote rights-based AI governance.
  • Replicable Model – Successful state-level innovations can be scaled across India, while adapting AI to local linguistic and administrative needs.

Challenges of ensuring public accountability

  • Data privacy
  • Digital exclusion of vulnerable sections - poor digital literacy, connectivity or language access.
  • Black-box decisions – Citizens may not understand why an AI system rejected a benefit or why a decision was taken.
  • Algorithmic bias – Biased datasets can reproduce or amplify existing social inequalities.
  • Diffused responsibility – Accountability may become unclear between officials, departments and private AI vendors.
  • Automation bias – Officials may excessively trust AI recommendations instead of exercising independent judgement.

Conclusion:

Give a neutral conclusion and suggest some measures to overcome these challenges.

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