Context India is upgrading its national AI capacity under the IndiaAI Mission, expanding infrastructure, funding, and GPU availability to accelerate AI research, startups, and public-sector adoption. AI Mission 1 (Launched: 2024) Nodal Ministry: Ministry of Electronics and Information Technology (MeitY) Key Features (Original Mission):• Creation of IndiaAI Compute Capacity• National AI datasets platform• Skilling programmes in AI• Promotion of AI startups & innovation AI Mission 2 — Upgradation • Increases computing power available to academia + startups.• Expands sovereign, secure AI data systems.• Strengthens support for foundational models and sectoral applications (EdTech/HealthTech).• Moves towards large-scale, affordable, public-purpose AI. GPU (Graphics Processing Unit) • High-performance processors specialised for parallel computation, crucial for training AI models.
Women in AI Workforce: Global Share and Gender Gap in Research | UPSC GS1
Key Data • 30% of AI professionals worldwide are women.• Only 16% of these women are in AI research roles.• Source: UN Women.• UN Women stresses the need for greater female participation in AI development so technology reflects women’s needs in:• Health• Finance• Climate resilience• Safety
Net Zero 2070 Climate Finance: $500 Billion Annual Requirement | UPSC GS3
Climate Finance – Net Zero 2070 • Total finance required: $22 trillion till 2070.• Annual finance required: About $500 billion per year.• Source of estimate: Agnes Deresiewicz, Chief Investment & Programme Officer, Global Energy Alliance for People and Planet (GEAPP).
Information Fusion Centre – Indian Ocean Region (IFC-IOR)
Overview The Information Fusion Centre – Indian Ocean Region (IFC-IOR) is a maritime information-sharing centre established by the Government of India in 2018 and hosted by the Indian Navy. It functions as a 24-hour regional hub for maritime information exchange aimed at enhancing maritime domain awareness and strengthening security across the Indian Ocean Region (IOR). The centre facilitates cooperation among partner countries by collecting, analysing, and disseminating maritime data to build a comprehensive maritime situational picture of activities in the region. Location and Institutional Framework Objectives The primary objectives of IFC-IOR include: Role in Maritime Domain Awareness The centre contributes significantly to Maritime Domain Awareness (MDA) by collecting and analysing information related to vessel movements, maritime incidents, and potential threats. A key aspect of this process is the sharing of White Shipping Information, which refers to the exchange of data regarding the movement of commercial and non-military merchant vessels. This information helps participating countries track shipping traffic and improve maritime security coordination. International Cooperation IFC-IOR hosts International Liaison Officers (ILOs) from partner nations. These officers facilitate: The presence of liaison officers ensures shorter information cycles and timely dissemination of intelligence among participating countries. Information Management and Analysis Centre (IMAC) The Information Management and Analysis Centre (IMAC) was established following the 2008 Mumbai terror attacks to improve coastal surveillance. Key functions include: IMAC acts as the central node for coastal surveillance, while IFC-IOR expands this capability to the wider Indian Ocean Region through international information sharing. Link with India’s SAGAR Vision The functioning of IFC-IOR aligns with India’s maritime vision of SAGAR (Security and Growth for All in the Region). This initiative reflects India’s strategic approach toward ensuring stability, prosperity, and cooperative security in the Indian Ocean. Key elements of SAGAR include: Strategic Significance The IFC-IOR plays an important role in India’s maritime strategy by: Conclusion The Information Fusion Centre – Indian Ocean Region represents a critical component of India’s maritime security architecture. By integrating information from multiple partners and improving maritime domain awareness, the centre contributes to safer sea lanes, enhanced regional cooperation, and stronger collective security in the Indian Ocean Region.
Article 23(1) of the Constitution of India
Constitutional Provision Article 23(1) provides: “Traffic in human beings and begar and other similar forms of forced labour are prohibited and any contravention of this provision shall be an offence punishable in accordance with law.” It forms part of Part III (Fundamental Rights) under the Right Against Exploitation. Key Elements Prohibition of Human Trafficking Prohibition of Begar Other Forms of Forced Labour Scope and Applicability Judicial Interpretation In People’s Union for Democratic Rights v. Union of India (1982), the Supreme Court held that: In Bandhua Mukti Morcha v. Union of India (1984), the Court expanded protections against bonded labour. Exceptions Article 23(2) permits compulsory service for public purposes, provided: Related Legislations Significance Conclusion Article 23(1) is a vital safeguard against exploitation, prohibiting human trafficking, begar, and all forms of forced labour. Through expansive judicial interpretation, it has evolved into a powerful instrument for protecting vulnerable populations and upholding constitutional values of dignity and equality.
G6PD Deficiency
Meaning Glucose-6-phosphate dehydrogenase (G6PD) deficiency is a genetic disorder affecting red blood cells. It results from reduced activity of the G6PD enzyme, which plays a critical role in protecting red blood cells from oxidative damage. It is one of the most common enzyme deficiencies worldwide. Genetic Basis Role of G6PD Enzyme Without adequate G6PD activity, red blood cells become vulnerable to destruction. Clinical Features Many individuals remain asymptomatic until exposed to oxidative stress. Acute Hemolytic Anemia Neonatal Jaundice Chronic Hemolysis Triggers of Hemolysis Certain substances can precipitate hemolysis in affected individuals: Drugs Foods Infections Diagnosis Management There is no definitive cure, as it is a genetic condition. Public Health Significance Conclusion G6PD deficiency is a hereditary enzymatic disorder that predisposes individuals to hemolytic anemia under oxidative stress. Early identification and avoidance of triggers are central to effective management and prevention of complications.
HbA1c (Glycated Hemoglobin)
Meaning HbA1c refers to glycated hemoglobin, a form of hemoglobin that is chemically linked to glucose. It is used as a diagnostic and monitoring marker for diabetes mellitus. When glucose circulates in the bloodstream, a portion of it binds irreversibly to hemoglobin in red blood cells. The higher the blood glucose level, the greater the percentage of glycated hemoglobin. What It Measures Diagnostic Criteria According to international and Indian diabetes guidelines: For individuals with diabetes, treatment targets are usually around 6.5% to 7%, depending on age, comorbidities, and risk of hypoglycemia. Clinical Significance Diagnosis of Diabetes Monitoring Glycemic Control Risk Prediction Advantages Limitations HbA1c values may be unreliable in conditions such as: In such cases, alternative tests like fasting plasma glucose or continuous glucose monitoring may be preferred. Importance in Public Health Conclusion HbA1c is a crucial biomarker for diagnosing and monitoring diabetes. By reflecting average blood glucose levels over time, it enables clinicians to assess long-term glycemic control and reduce the risk of chronic complications.
Deputy Speaker of the Lok Sabha
Constitutional Basis The office of the Deputy Speaker is provided under Article 93 of the Constitution of India, which mandates that the Lok Sabha shall choose two members to be respectively the Speaker and the Deputy Speaker. The Deputy Speaker acts as the second presiding authority of the Lok Sabha. Election and Tenure Election Tenure Powers and Functions Presiding Role Administrative Role Voting Significance Challenges Conclusion The Deputy Speaker of the Lok Sabha plays a crucial role in maintaining the continuity and smooth functioning of parliamentary proceedings. Although subordinate to the Speaker, the Deputy Speaker exercises identical authority while presiding and contributes to the stability and balance of India’s parliamentary democracy.
Speaker of the Lok Sabha
Constitutional Basis The office of the Speaker is provided under Article 93 of the Constitution of India, which mandates that the Lok Sabha shall choose two members to be respectively Speaker and Deputy Speaker. The Speaker is the presiding officer of the Lok Sabha and occupies a position of high authority and dignity in India’s parliamentary system. Election and Tenure Election Tenure Role and Powers Presiding Authority Legislative Powers Disciplinary Powers Quasi-Judicial Powers Administrative Powers Position and Status Significance Challenges Conclusion The Speaker of the Lok Sabha is central to India’s parliamentary democracy. As the custodian of House proceedings and interpreter of parliamentary rules, the Speaker’s impartiality and integrity are essential for maintaining democratic legitimacy and legislative efficiency.
Removal Motion Against the Speaker
Constitutional Basis The removal of the Speaker of the Lok Sabha is governed by Article 94(c) of the Constitution of India. Under this provision: Notice Requirement Procedure The Speaker, however, has the right to: Majority Required Grounds The Constitution does not specify grounds for removal. In practice, removal motions may arise due to: Significance Limitations and Political Context Conclusion The removal motion against the Speaker is a constitutional mechanism designed to maintain the impartiality and accountability of the presiding authority of the Lok Sabha. While rarely invoked successfully, it reinforces parliamentary control over its own institutional leadership and preserves the democratic character of legislative functioning.
