·The Hindu

The approaching AI surge, its global consequences

In this note
  1. At a Glance
  2. Why in the News
  3. Background & Evolution
  4. Core Static Facts
  5. Multi-Dimensional Analysis
  6. Recent Developments (Last 12–18 Months)
  7. Prelims Hooks
  8. Mains Relevance
  9. Related Topics to Study Next
  10. Common Errors / Trap Areas
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1. At a Glance

  • Artificial Intelligence (AI) — particularly Large Language Models (LLMs) — is advancing faster than regulatory frameworks can respond, making it a defining geopolitical, economic, and security variable of the 2020s. [1]
  • The US–China AI rivalry has become the central axis of great-power competition, with Chinese model breakthroughs (e.g., DeepSeek, early 2025) catalysing the global AI race. [1]
  • UPSC relevance: cuts across GS-II (governance, international institutions), GS-III (technology, economy, security), and GS-IV (ethics of emerging tech).
  • India is repositioning itself as a global AI hub — with dedicated governance guidelines, flagship national models, and aspirations tied to Viksit Bharat 2047. [4]

2. Why in the News

  • February 11, 2026 — M.K. Narayanan (former NSA, former DIB) published an opinion piece in The Hindu warning of an irreversible "AI surge" that is reshaping warfare, governance, and global power. [1]
  • January 2026 — Canadian PM Mark Carney at the World Economic Forum (WEF), Davos, described the current moment as "a rupture, not a transition," citing weaponised economic integration, tariffs-as-leverage, and supply-chain exploitation — though notably without addressing AI directly. [1]
  • AI Impact Summit 2026 — India released its India AI Governance Guidelines at this summit. [4]
  • August 2025 — The UN established the Independent International Scientific Panel on AI and launched the Global Dialogue on AI Governance. [2]
  • BharatGen AI launched June 2, 2025 — India's first government-funded multimodal LLM, supporting 22 Indian languages. [4]

3. Background & Evolution

Year Milestone
2016–17 AlphaGo defeats world Go champion; AI enters mainstream strategic discourse
2019 OECD AI Principles adopted — first intergovernmental AI standard [3]
2022 ChatGPT (OpenAI) triggers mass-market LLM era
2023 G20 New Delhi Declaration flags AI governance; Hiroshima AI Process launched under Japan's G7 presidency
2024 OECD AI Principles amended; EU AI Act comes into force [3]
2025 (Aug) UN establishes Independent International Scientific Panel on AI + Global Dialogue on AI Governance [2]
2025 (Nov) India releases India AI Governance Guidelines (MeitY drafting committee constituted July 2025) [4]
2026 (June 2) BharatGen AI launched — India's homegrown multimodal LLM [4]
2026 (July 6–7) First session of UN Global Dialogue on AI Governance, Geneva [2]

Predecessors / Related initiatives: DARPA AI research (US), China's "New Generation AI Development Plan" (2017), UNESCO Recommendation on the Ethics of AI (2021). [5]


4. Core Static Facts

International Architecture

  • OECD AI Principles (2019, amended 2024): 5 pillars — (1) Inclusive growth & well-being; (2) Rule of law, human rights, fairness, privacy; (3) Transparency & explainability; (4) Robustness, security & safety; (5) Accountability. Applicable to 38 OECD members + partner countries. [3]
  • UNESCO Recommendation on the Ethics of AI (2021): First global normative instrument on AI ethics; adopted by all 193 member states. [5]
  • Hiroshima AI Process (2023): G7 framework for responsible AI; led to International Guiding Principles and Code of Conduct for Advanced AI systems.
  • UN Global Dialogue on AI Governance: Platform for all governments + stakeholders; first session Geneva, July 6–7, 2026. [2]
  • UN Independent International Scientific Panel on AI: Established August 2025; modelled partially on IPCC structure. [2]

India-Specific Facts

  • Implementing Ministry: Ministry of Electronics and Information Technology (MeitY) [4]
  • India AI Governance Guidelines: Released 2025–26; anchored in 7 guiding sutras; principle-based, techno-legal approach. [4]
  • New institutions created: AI Governance Group; Technology & Policy Expert Committee; AI Safety Institute (India). [4]
  • BharatGen AI: Launched June 2, 2025; first govt-funded homegrown multimodal LLM; supports 22 Indian languages; integrates text, speech, image. [4]
  • IndiaAI Mission: Cabinet-approved; Rs 10,371.92 crore outlay (2024–29). [4]
  • Implementation phases: Phase 1 (2024–25) — foundational infrastructure; Phase 2 (2026–27) — institutional setup & governance design. [4]
  • Strategic goal: Position India as global AI leader; democratise AI; accelerate Viksit Bharat 2047. [4]

5. Multi-Dimensional Analysis

Economic

  • AI is projected to add $15.7 trillion to global GDP by 2030 (PwC estimate — widely cited).
  • Disruption of labour markets: AI threatens 85 million jobs but could create 97 million new roles by 2025 (WEF Future of Jobs estimates).
  • India's AI sector positioned to contribute significantly to the $1-trillion digital economy target under Viksit Bharat 2047. [4]
  • Concentration risk: Economic gains are accruing disproportionately to US Big Tech (OpenAI, Google DeepMind, Anthropic, Meta) and Chinese firms (Baidu, Alibaba), widening the Global North–South divide.

Geopolitical / Strategic

  • US–China AI rivalry is the defining axis: US export controls on advanced chips (H100/H800 GPUs) to China; China's DeepSeek-R1 (Jan 2025) demonstrated near-frontier performance at a fraction of the cost, upending assumptions about containment. [1]
  • AI in warfare: Autonomous weapons systems (AWS), AI-enabled ISR (Intelligence, Surveillance, Reconnaissance), drone swarms, and AI-driven cyber operations are reshaping the battlefield.
  • Narayanan (former NSA) specifically flags AI as "potentially the greatest disruptor" of great-power rivalry — greater than trade wars or sanctions. [1]
  • The "AI divide" between advanced economies and the Global South mirrors earlier digital divides, with smaller nations dependent on foreign AI infrastructure.

Legal / Constitutional / Governance

  • EU AI Act (2024): World's first comprehensive binding AI law; risk-based classification (unacceptable, high, limited, minimal risk); extraterritorial applicability.
  • India's approach is principle-based and techno-legal (not prescriptive legislation), contrasting with the EU's hard-law model. [4]
  • OECD AI Principles are soft law — non-binding recommendations; 38 members + adherents. [3]
  • Gap in international law: No binding global treaty on AI; UN Dialogue (July 2026) is a step toward multilateral consensus. [2]

Scientific / Technological

  • LLMs (GPT-4, Gemini, Claude, Llama, DeepSeek) are the current frontier — transformer-based, trained on vast datasets; capabilities include reasoning, code generation, multimodal understanding.
  • Agentic AI: Next frontier — AI systems that autonomously plan, use tools, and execute multi-step tasks without human intervention.
  • BharatGen AI (India): multimodal, 22-language LLM — significant for linguistic inclusion and data sovereignty. [4]
  • AI Safety research: Alignment, interpretability, and robustness remain unsolved problems; UK AI Safety Institute (2023) and India AI Safety Institute (2025–26) are institutional responses.

Social / Ethical

  • Risks: deepfakes, AI-generated disinformation, algorithmic bias in hiring/credit/policing, erosion of privacy.
  • UNESCO framework emphasises human rights-centred AI and protection of vulnerable groups. [5]
  • Gender dimension: women underrepresented in AI development pipelines, risking gender-biased algorithmic outputs.
  • India-specific equity concern: BharatGen AI's 22-language support directly addresses exclusion of non-English speakers. [4]

Environmental

  • Training large AI models is energy-intensive: GPT-3 training emitted ~552 tonnes of CO₂; data centres for AI account for growing share of global electricity demand.
  • Tension with climate commitments (Paris Agreement, India's NDCs) — AI infrastructure vs. decarbonisation targets.

6. Recent Developments (Last 12–18 Months)

  • January 2025: DeepSeek-R1 released by Chinese lab; near-frontier reasoning performance at low cost — triggered global reassessment of US AI supremacy. [1]
  • June 2, 2025: BharatGen AI launched — India's first government-funded multimodal LLM, 22 languages. [4]
  • July 2025: MeitY constitutes drafting committee for India AI Governance Guidelines. [4]
  • August 2025: UN establishes Independent International Scientific Panel on AI and Global Dialogue on AI Governance. [2]
  • November 2025: India AI Governance Guidelines released; 7 guiding sutras; new institutions (AI Governance Group, AI Safety Institute). [4]
  • February 11, 2026: M.K. Narayanan's op-ed in The Hindu warns of imminent "AI surge" and its consequences for global order. [1]
  • June 19, 2026 (upcoming): India AI Impact Summit 2026 — platform for India's AI governance rollout. [4]
  • July 6–7, 2026 (upcoming): First session of UN Global Dialogue on AI Governance, Geneva. [2]

7. Prelims Hooks

  1. OECD AI Principles were first adopted in 2019 and amended in 2024 — the first intergovernmental standard on AI. [3]
  2. The UNESCO Recommendation on the Ethics of AI (2021) is the first global normative instrument on AI ethics; adopted by all 193 UNESCO member states. [5]
  3. BharatGen AI, India's first government-funded homegrown multimodal LLM, was launched on June 2, 2025, and supports 22 Indian languages. [4]
  4. The IndiaAI Mission carries a budgetary outlay of ₹10,371.92 crore for 2024–29. [4]
  5. India's AI Governance Guidelines are anchored in 7 guiding sutras and adopt a principle-based, techno-legal approach. [4]
  6. The UN Global Dialogue on AI Governance — first session scheduled July 6–7, 2026, Geneva. [2]
  7. The UN Independent International Scientific Panel on AI was established in August 2025 (conceptually modelled on IPCC). [2]
  8. The AI Governance Group, Technology & Policy Expert Committee, and AI Safety Institute (India) were all established under the India AI Governance Guidelines. [4]
  9. Implementing ministry for India's AI governance: Ministry of Electronics and Information Technology (MeitY). [4]
  10. The Hiroshima AI Process was initiated under Japan's G7 Presidency in 2023; produced International Guiding Principles and Code of Conduct for Advanced AI.
  11. The EU AI Act (2024) is the world's first comprehensive binding law on AI, using a risk-based classification framework.
  12. Canada's PM Mark Carney addressed AI-era geopolitical tensions at WEF Davos, January 2026, describing the moment as "a rupture, not a transition." [1]
  13. The author of the triggering Hindu op-ed (Feb 11, 2026) is M.K. Narayanan — former Director of Intelligence Bureau, former NSA, former Governor of West Bengal. [1]

8. Mains Relevance

GS Paper Syllabus Heading
GS-II International institutions; bilateral/multilateral groupings; India's foreign policy
GS-III Indigenisation of technology; IT & computer; security challenges; economic development
GS-IV Ethics of emerging technology; governance; accountability

Plausible Mains Questions:

  1. "The DeepSeek moment has redefined the US-China AI rivalry and exposed the limits of technology containment strategies. Critically examine, with reference to India's strategic interests." (GS-II/III, 15 marks)

  2. "Global governance frameworks for Artificial Intelligence remain fragmented and non-binding. Evaluate the adequacy of existing multilateral mechanisms and India's role in shaping a rules-based AI order." (GS-II, 15 marks)

  3. "AI presents both an opportunity and an existential risk for India's development trajectory. Discuss, with reference to BharatGen AI and the India AI Governance Guidelines." (GS-III, 15 marks)


9. Related Topics to Study Next

Topic Connection
Digital India & IndiaStack Foundational digital infrastructure upon which AI applications are built
Semiconductor Policy / Chips Act AI compute depends on advanced chips — India's fab ambitions directly tied to AI sovereignty
Cyber Security & Critical Infrastructure Protection AI-enabled cyberattacks are the primary near-term national security threat
Autonomous Weapons Systems (AWS) & LAWS UN discussions on Lethal Autonomous Weapons parallel AI governance debates
Data Protection (DPDP Act 2023) AI systems train on personal data — privacy law is the regulatory foundation for AI oversight
G20 / G7 Technology Governance Hiroshima AI Process, New Delhi Declaration — India's multilateral AI diplomacy
UNESCO & Multilateral Institutions UNESCO's Ethics Recommendation; India's engagement with UN AI bodies
Viksit Bharat 2047 & Technology Missions AI is explicitly positioned as an accelerator for India's 2047 development goals

10. Common Errors / Trap Areas

  1. MeitY vs NITI Aayog confusion: India AI Governance Guidelines and BharatGen AI are under MeitY — not NITI Aayog (which earlier led the National AI Strategy/NITI AI paper, 2018). Do not conflate.

  2. OECD AI Principles year: Adopted 2019, not 2017 or 2021. Amended in 2024. A question may test the amendment year specifically.

  3. UNESCO vs OECD instrument type: UNESCO's (2021) is a Recommendation (normative, non-binding but politically significant); OECD's is a Council Recommendation (soft law for members). Neither is a binding treaty.

  4. BharatGen AI ≠ IndiaAI Mission: BharatGen AI is a product (LLM); the IndiaAI Mission is the overarching policy programme with ₹10,371.92 crore funding. They are related but distinct.

  5. "AI Safety Institute" geography trap: Both the UK (2023) and India (2025–26) have established AI Safety Institutes. Exam questions may test which country launched first (UK) or which is India's nodal body.


Sources

  1. 1M.K. Narayanan, "The approaching AI surge, its global consequences" — The Hindu, Feb 11, 2026thehindu.com · tier 4
  2. 2UN Global Dialogue on AI Governanceun.org · tier 2
  3. 3OECD Artificial Intelligence topic pageoecd.org · tier 2
  4. 4PIB: India AI Governance Guidelines & BharatGen AI — andpib.gov.in · tier 1
  5. 5UNESCO Ethics of Artificial Intelligence — Recommendation on the Ethics of AIunesco.org · tier 2
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