| Topic: GS2 – Indian Polity | 
| Context | 
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Plight of Deported Indians
- Many Indians who are deported from other countries face inhumane treatment.
 - They are often shackled, handcuffed, and humiliated before being sent back.
 - Some illegal immigrants from India have been abandoned in dangerous situations, such as clearing ammunition fields in Iraq.
 
Growing Problem of Irregular Migration
- Every year, thousands of young Indians attempt illegal migration, also known as “irregular migration.”
 - This activity is supported by human smugglers operating in various states, including Punjab, Haryana, Himachal Pradesh, Jammu and Kashmir, Kerala, and Gujarat.
 - Human smuggling, also called “kabootarbazi,” is a highly profitable business requiring no skills, investment, or fear of legal consequences.
 
Horror and Exploitation of Migrants
- Many young people are misled by human smugglers into believing they will achieve success abroad.
 - Instead, they become victims of exploitation, facing extreme risks such as:
- Death from suffocation in containers.
 - Drowning at sea.
 - Being forced into labor camps.
 
 - Survivors report horrifying conditions, such as being deprived of food and water or forced to sit in unsanitary conditions.
 - Human smugglers operate without any regard for human life and generate significant profits, fueling organized crime and corruption.
 
Criminal Networks and the Organized Nature of Human Smuggling
- Human smuggling has become an international criminal business, often involving mafia networks.
 - Migrants are often sent to dangerous regions where they are forced to work under inhumane conditions.
 - Due to low risks and high profits, criminals continue to expand this illegal trade.
 
Need for Stronger Legal Frameworks
- The Emigration Act, 1983, does not define or address human smuggling directly.
 - The existing law does not effectively combat this illegal trade, leading to calls for a stronger national law.
 - A proposed law, the Emigration (Overseas Mobility Facilitation and Welfare) Bill, remains uncertain in its implementation.
 
Efforts by Punjab and Their Limitations
- Punjab has enacted the Punjab Travel Professionals Regulation Act, 2012, to regulate travel agents and curb human smuggling.
 - This law defines human smuggling as illegally transporting individuals abroad in exchange for money.
 - The Act includes licensing requirements for travel agents and penalties for fraudulent activities.
 - However, enforcement of this law has been weak, limiting its effectiveness.
 
Need for a Strong Central Law
- The existing legal framework at the state and national levels is insufficient.
 - A comprehensive central law is necessary to effectively regulate human smuggling.
 - Parliament must take urgent action to create a strong legal mechanism to protect Indian citizens from falling victim to this dangerous trade.
 - A national law with strict enforcement provisions is essential to control illegal migration and safeguard lives.
 
| Practice Question: Discuss the challenges posed by human smuggling in India and suggest legal and policy measures to curb it. (150 Words /10 marks) | 
2. AI has an environmental problem
| Topic: GS3 – Science and Technology | 
| Context | 
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Introduction
- AI has become an essential part of daily life, influencing how people work, live, and conduct business.
 - It includes technologies that simulate human thinking and decision-making.
 - The global AI market is valued at $200 billion and is expected to contribute up to $15.7 trillion to the world economy by 2030.
 - Large investments in AI infrastructure are being made globally, including significant projects in the U.S. and India.
 - However, AI’s rapid rise comes with risks, especially environmental concerns.
 
| Environmental Impact Across AI’s Lifecycle | 
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Software Life Cycle and Carbon Emissions
- AI’s environmental impact is not limited to hardware but also includes emissions from software processes.
 - AI models require energy-intensive processes like data collection, training, validation, and maintenance.
 - Training a single advanced AI model can release up to 552 tonnes of carbon dioxide, similar to the annual emissions of dozens of cars.
 - To address these environmental risks, sustainability must be integrated into AI development and usage.
 
Global Discussions on Sustainable AI
- At international climate meetings, such as COP29, discussions have highlighted the need for greener AI practices.
 - More than 190 countries have adopted ethical AI recommendations that consider environmental impact, though they are non-binding.
 - Some regions, like the European Union and the U.S., have introduced laws to reduce AI’s environmental footprint.
 - However, policies on AI sustainability are still rare, and national AI strategies often overlook sustainability, especially in the private sector.
 
Steps Towards Sustainable AI
- Investing in Clean Energy: AI companies should transition to renewable energy and purchase carbon credits to offset emissions.
 - Optimising Data Centres: Locating data centres in areas with abundant renewable energy can help lower their environmental impact.
 - Improving AI Efficiency: AI itself can help manage energy grids and integrate renewable energy sources for better efficiency.
 - Using Energy-Efficient Hardware: Regular maintenance and the use of specialised, efficient hardware can reduce AI’s energy consumption.
 - Developing Smaller AI Models: Domain-specific models can provide effective results while using less processing power.
 - Reusing Pre-Trained Models: Instead of creating new models, companies can adapt existing models to save energy and resources.
 
The Need for Transparency and Accountability
- Companies should measure and disclose the environmental impact of AI operations to track emissions effectively.
 - Establishing standard frameworks for emissions tracking will ensure consistency and accountability across the AI industry.
 
Conclusion
- Sustainability should be an integral part of AI’s design to ensure its long-term viability.
 - By balancing innovation with environmental responsibility, AI’s benefits can be harnessed without harming the planet’s future.
 
| Practice Question: How does the rapid expansion of artificial intelligence (AI) contribute to environmental degradation, and what strategies can be adopted to mitigate its impact? (250 Words /15 marks) | 
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