Keeping humanity at the centre of the AI revolution


Keeping Humanity at the Centre of the AI Revolution

UPSC Prelims + Mains Study Notes | GS-III / GS-IV | Science & Technology / Ethics


1. At a Glance


2. Why in the News


3. Background & Evolution

Year Milestone
2017 First calls for AI ethics frameworks; IEEE Global Initiative on Ethics of Autonomous Systems
2019 OECD Principles on AI — first intergovernmental standard on trustworthy AI [S2]
2021 UNESCO Recommendation on the Ethics of AI adopted by 193 countries — first global standard on AI ethics [S1]
2023 Bletchley Declaration on frontier AI safety (UK AI Safety Summit)
2024 UN General Assembly Resolution A/78/L.49 — first UN resolution on safe, secure, trustworthy AI
Nov 2025 India AI Governance Guidelines released by MeitY under IndiaAI Mission [S3]
Feb 2026 PM Modi's M.A.N.A.V. vision at India AI Impact Summit [S5]
Jun 2026 IT (Intermediary Guidelines and Digital Media Ethics Code) Amendment Rules 2026 regulate synthetically generated (deepfake) content [S3]

4. Core Static Facts

India-specific: - IndiaAI Mission: Cabinet-approved outlay of ₹10,372 crore (~₹10,300+ crore); covers compute, data, skilling, innovation, and governance pillars. [S3] - Implementing Ministry: Ministry of Electronics and Information Technology (MeitY); mission anchored under IndiaAI. [S3] - India AI Governance Guidelines (Nov 2025) — structured around: - 7 Guiding Sutras (principles for ethical/responsible AI) - 6 Pillars of AI Governance (recommendations) - Short, medium, long-term Action Plan - New institutions established: AI Governance Group; Technology & Policy Expert Committee; AI Safety Institute (India). [S3] - High-risk AI systems: not permitted unrestricted deployment under the Guidelines; risk-based, evidence-led, proportional approach mandated. [S3] - IT Amendment Rules 2026: formal definition and regulation of synthetically generated content (deepfakes). [S3]

M.A.N.A.V. Framework (PM Modi, Feb 19, 2026): | Letter | Pillar | |--------|--------| | M | Moral and Ethical Systems | | A | Accountable Governance | | N | National Sovereignty | | A | Inclusive Development (Antyodaya) | | V | Viability through Trust |

Global: - UNESCO Recommendation on Ethics of AI (2021): adopted by 193 member states; first-ever global standard. [S1] - Readiness Assessment Methodology (RAM): UNESCO tool; over 75 countries across 5 continents have initiated/completed RAM assessments as of October 2025. [S1] - Global Civil Society & Academic Network on AI Ethics: launched June 2025 at 3rd Global Forum on Ethics of AI, Thailand. [S1] - MeitY–UNESCO Multi-Stakeholder Consultation on Safety and Ethics in AI: hosted jointly (PIB, 2024). [S6]


5. Multi-Dimensional Analysis

Economic

Social

Geopolitical / Strategic

Legal / Constitutional

Scientific / Technological

Ethical / Governance


6. Recent Developments (Last 12–18 Months)


7. Prelims Hooks

  1. 193 countries adopted the UNESCO Recommendation on the Ethics of AI in 2021 — first global AI ethics standard. [S1]
  2. The 4th UNESCO Global Forum on the Ethics of AI (2026) will be held in Riyadh, Saudi Arabia, co-hosted with the Kingdom of Saudi Arabia. [S1]
  3. UNESCO's Readiness Assessment Methodology (RAM) has been initiated or completed by over 75 countries from 5 continents as of October 2025. [S1]
  4. IndiaAI Mission was approved with an outlay of over ₹10,372 crore (commonly cited as ₹10,300+ crore). [S3]
  5. India AI Governance Guidelines (Nov 2025) are structured around 7 Guiding Sutras and 6 Pillars — released by MeitY (not NITI Aayog). [S3]
  6. Three new institutions under India's AI governance architecture: AI Governance Group, Technology & Policy Expert Committee, and AI Safety Institute. [S3]
  7. M.A.N.A.V. stands for: Moral & Ethical Systems, Accountable Governance, National Sovereignty, Antyodaya (Inclusive Development), Viability through Trust — announced February 19, 2026. [S5]
  8. India's AI Governance Guidelines adopt a risk-based, evidence-led, proportional approach — high-risk AI systems are not allowed unrestricted deployment. [S3]
  9. The IT Amendment Rules 2026 (not the IT Act itself) formally define and regulate synthetically generated content (deepfakes) in India. [S3]
  10. The UN Global Dialogue on AI Governance (Jul 2026, Geneva) is co-organised by UNESCO and the ITU — not the UN General Assembly alone. [S1]
  11. The OECD Principles on AI (2019) were the first intergovernmental standard on trustworthy AI — predating the UNESCO Recommendation by two years. [S2]
  12. MeitY and UNESCO jointly hosted a Multi-Stakeholder Consultation on Safety and Ethics in AI in India (2024). [S6]

8. Mains Relevance

Paper Specific Syllabus Heading
GS-III Science and Technology — developments and their applications; awareness in the fields of IT, Space, Computers, robotics; indigenization of technology
GS-III Digital Economy; Intellectual Property Rights
GS-IV Ethics and Human Interface; accountability and ethical governance; role of technology in society
Essay Technology and humanity; digital divide; ethics in public life

Plausible Mains Question Stems: 1. "Artificial Intelligence promises transformative benefits but poses existential risks to human dignity and agency. Critically examine India's regulatory response and suggest a framework that keeps humanity at the centre of the AI revolution." (GS-III / GS-IV, 15 marks) 2. "The UNESCO Recommendation on the Ethics of AI (2021) represents an important milestone in global governance, yet remains non-binding. Analyse its significance and limitations in the context of India's AI governance strategy." (GS-II / GS-III, 15 marks) 3. "'AI should be an extension of human aspiration, not a replacement for human judgment.' Evaluate PM Modi's M.A.N.A.V. vision in the light of India's developmental priorities and constitutional values." (GS-IV / Essay)


9. Related Topics to Study Next

Topic Connection
IndiaAI Mission Direct policy vehicle for implementing human-centric AI in India
Digital Personal Data Protection Act, 2023 Legal backbone for data rights — essential companion to AI governance
UNESCO Recommendation on Ethics of AI The primary global normative framework underpinning all discussions
EU AI Act, 2024 First binding AI legislation globally — contrast with India's guideline-based approach
Deepfakes & IT Amendment Rules 2026 Specific legal intervention at the intersection of AI and information integrity
Algorithmic Bias & Social Justice Ethical dimension — connects GS-IV ethics with GS-I social issues
OECD Principles on AI First intergovernmental standard; foundational for comparative governance
Bletchley Declaration (2023) Frontier AI safety — international cooperation precedent

10. Common Errors / Trap Areas

  1. MeitY vs. NITI Aayog: India AI Governance Guidelines and IndiaAI Mission are under MeitY, not NITI Aayog (though NITI Aayog published earlier strategy papers). Confusing the two is a common mistake.
  2. UNESCO Recommendation (2021) is non-binding: It is a recommendation, not a treaty or convention. Do not treat it as legally enforceable international law.
  3. India has no standalone AI Act: India's current framework (Nov 2025 Guidelines) is principle-based and non-binding — unlike the EU AI Act which is a regulation. Aspirants often conflate guidelines with legislation.
  4. M.A.N.A.V. date: Announced February 19, 2026 at the India AI Impact Summit — not at any UN forum or G20 meeting.
  5. RAM = Readiness Assessment Methodology (UNESCO): Sometimes confused with RAM (Random Access Memory in tech context) or other government schemes. In AI governance, RAM is UNESCO's diagnostic tool for member states.

11. Sources

  • NRAA-Funded Wild Rice Conservation Project Secures Major Milestone in Assam
    NRAA-Funded Wild Rice Conservation Project Secures Major Milestone in Assam

    The notification of Borjuli site in Sonitpur, Assam as a Biodiversity Heritage Site under an NRAA-funded wild rice conservation project is a named, verifiable fact. Biodiversity Heritage Sites and wild crop genetic resource conservation are tested Prelims topics.

  • India Advances Global Green Hydrogen Leadership under National Green Hydrogen Mission

    Under the National Green Hydrogen Mission (NGHM), a landmark commercial deal for green ammonia and methanol export to Japan (IHI Corporation named) is a concrete outcome. India's green hydrogen ambitions and NGHM are recurring Prelims themes; this adds a factual export-deal hook.

  • NITI Aayog launches report on "Strategic Roadmap for Making Ayurveda Global"
    NITI Aayog launches report on "Strategic Roadmap for Making Ayurveda Global"

    A named NITI Aayog report on Ayurveda's global expansion is testable as a policy document. NITI Aayog reports, AYUSH sector initiatives, and traditional medicine diplomacy are recurring Prelims themes; the report's launch date and authoring body are clean factual hooks.

  • INDIAN NAVAL SHIP TRIKAND RESPONDS TO PIRACY ATTEMPT ON MV GOLDEN ARSENAL IN THE GULF OF ADEN

    A named Indian Navy anti-piracy operation with specific ship (INS Trikand — identified as a stealth frigate), vessel flag state (St. Vincent and the Grenadines), and location (Gulf of Aden) offers testable facts. India's maritime security operations are plausible Prelims hooks but appear occasionally, not frequently.

  • Union Minister Shri Shivraj Singh Chouhan launches nationwide ‘Viksit Bharat – G-Ram G Act’ from Andhra Pradesh with Chief Minister Shri Chandrababu Naidu and Deputy Chief Minister Shri Pawan Kalyan

    A newly named nationwide scheme launched by the Rural Development ministry that explicitly positions itself as moving 'beyond MGNREGA' is potentially testable. However, the excerpt lacks concrete numbers or statutory grounding, keeping it at 3 rather than 4.

  • MANAS: A Digital Shield Against Drugs

    MANAS is a named government digital initiative (national narcotics helpline) with a specific mandate under Nasha Mukt Bharat. Named government portals/helplines with specific functions are tested in Prelims, though this release is a backgrounder without new launch data.

  • VB-G RAM G Act comes into force across the country from today; “A historic day for rural India”: Shivraj Singh Chouhan

    The VB-G RAM G Act (likely a renamed/revised MGNREGA or rural employment guarantee framework) came into force across India from July 1, 2026. Key facts: national launch in Tirupati on July 2; revised wage rates notified with no daily wage below ₹300; national average wage increased by over 10%. A new central Act coming into force with specific wage figures is high-priority Prelims material.

  • India Achieves Major Milestone with Approval of Country’s First PinS Instrument Approach Procedure for Helicopter Operations

    DGCA approved India's first Private Point-in-Space (PinS) Instrument Approach Procedure for helicopter operations, implemented at Undavalli Heliport (developed by AAI). This is a named first in Indian aviation with a specific location and implementing body — classic Prelims material for science/tech and aviation sections.

  • 11 Years of Digital India: Better Healthcare & Digital Markets Making Lives Easier

    This release contains high-quality testable data: Greece is named as the 10th country to adopt UPI; every second real-time digital transaction globally is processed via India's UPI; 13 lakh Anganwadi workers connected via Poshan Tracker covering 9 crore beneficiaries. Multiple concrete facts that are prime Prelims material.

  • India, EU Advance Cooperation on Sustainable Ship Recycling; Three Indian Yards Ready for EU Recognition

    India has a 35.4% global market share in sustainable ship recycling. Three Indian ship-recycling yards are ready for EU recognition. India committed $8 billion to strengthen shipbuilding and recycling, with a target of recycling 16,000 ships. These are specific, verifiable figures in a sector where India leads globally — strong Prelims material on maritime/shipping sector.

  • GAGAN: Navigating India’s Skies with Precision

    Detailed backgrounder on GAGAN (GPS Aided GEO Augmented Navigation), India's Satellite-Based Augmentation System developed jointly by ISRO and Airports Authority of India (AAI). It enhances GPS accuracy for aviation, is certified to international standards, and supports satellite-based landing approaches. GAGAN is a recurring Prelims topic and this backgrounder consolidates key testable facts about its developers, purpose, and certification status.

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