On January 27, a black Monday, $593 billion of NVIDIA’s value was wiped out. The culprit? A little-known Chinese startup, DeepSeek. It has now outpaced even ChatGPT, a US-based popular generative artificial intelligence chatbot, in terms of downloads from the App Store. While being hailed as a new disruption in the tech world, DeepSeek also has its share of the good, the bad, and the ugly. Let’s take a closer look.
Consider this: Every year, 1,000 kilowatt-hours (kWh) of energy is used by an average household in India for electricity. By 2026, America is expected to use the equivalent energy of 2.5 million Indian households just for artificial intelligence (AI) activities. This will total around 270 terawatt-hours of energy. These numbers come from the World Economic Forum. However, the energy used by AI technologies, or rather the costs involved, often go unnoticed.
It is against this backdrop that DeepSeek, a Chinese AI chatbot, emerged as a disruptive product. While it may be called a Chinese startup, it is, in fact, a politically-driven product launched with careful planning and state backing. Compared to ChatGPT, the revolutionary AI tool launched by US-based OpenAI, DeepSeek’s energy consumption and costs are significantly lower. This is the most important (the good) aspect of DeepSeek. Let’s explore why.
The Rise of ChatGPT
ChatGPT, launched in 2022, reached 100 million users within two months. That’s, indeed, a significant achievement. Later, it even challenged Google, the search engine giant, in its dominance.
But have you ever thought about what happens to nature when you ask ChatGPT a question? ChatGPT’s energy consumption has a substantial environmental impact. Each time you ask ChatGPT a question, it consumes 0.0029 kWh of electricity. This is ten times more than a Google search, which consumes just 0.0003 kWh of electricity, according to the Electric Power Research Institute.
To put it simply, while DeepSeek may offer a more energy-efficient AI solution with impressive results, it also carries with it concerns about transparency, ethical usage, and political censorship
Annually, ChatGPT uses 226.82 million kWh of electricity just to answer user queries. With this much energy, you could fully charge 313 million electric vehicles or charge 47.87 million iPhones for a year.
And the cost? A whopping $29.71 million per year. OpenAI spends this amount every year just to answer users’ questions on ChatGPT.
Training and High Costs
ChatGPT works based on large language models that are trained on vast amounts of data. This training requires massive energy consumption. During the training period of ChatGPT-3, a total of 1,287,000 kWh of electricity was used over 34 days. When it came to training GPT-4, the consumption skyrocketed to 62,318,800 kWh over 100 days—48 times more than GPT-3.
ChatGPT, which was introduced to the public in November 2022, became an instant sensation. It’s a chatbot based on a technology called Generative Pre-trained Transformer (GPT), designed to generate a variety of content, including dialogues.
Energy consumption
>> OpenAI spends $29.71 million every year just to answer users’ questions on ChatGPT.
>> During the training period of ChatGPT-3, a total of 1,287,000 kWh of electricity was used over 34 days
>> When it came to training GPT-4, the consumption skyrocketed to 62,318,800 kWh over 100 days—48 times more than GPT-3
The success of ChatGPT significantly boosted OpenAI’s market value. OpenAI was founded in 2015 by prominent figures like Sam Altman and Elon Musk, aiming to explore the potential of artificial intelligence. Musk eventually left the company, and Sam Altman is the current CEO.
Meanwhile, DeepSeek V-3 required only 836,400 kWh of energy. As reported by tech entrepreneur Joy Sebastian on Facebook, leading companies use tens of thousands of NVIDIA H100 GPUs for AI training and model operation. This heavy investment helped NVIDIA reach the top of the market value charts. AI development, which demands such immense resources, seemed out of reach even for multi-billion-dollar companies.
It was here that DeepSeek amazed the world by entering the AI space with a relatively modest investment of $5 million, offering a model that competes with the best. DeepSeek is said to deliver better results than GPT-4 in several areas.
Top global companies typically use supercomputers with over 16,000 chips for their chatbot training. However, DeepSeek engineers stated that they only needed about 2,000 NVIDIA chips, according to a report in The New York Times.
Given this, it’s clear that AI technologies need to be studied carefully in terms of their energy sources. According to a report from the World Economic Forum, tech giant Microsoft has seen a 30% increase in carbon emissions since 2020, largely due to the growth of AI-powered data centers. This makes DeepSeek’s low energy usage a significant advantage.
The Bad Thing
China is notorious for copying innovations, from electronics to cars and social media platforms. OpenAI, the company behind ChatGPT, has confirmed that DeepSeek trained its AI model using ChatGPT’s framework. This has led to some controversy, with OpenAI stating that they have evidence of this. Microsoft, a major investor in OpenAI, has initiated an investigation into the issue. Despite the US imposing restrictions on product exports to China, DeepSeek continued its operations using NVIDIA chips. It’s been reported that DeepSeek had stockpiled around 50,000 NVIDIA A100 chips before the ban took effect. However, some reports suggest that DeepSeek only used 2,000 chips for training its AI model. This is in stark contrast to major companies that use 16,000 specialized chips. Yet, there’s still a lack of clarity regarding which chips were actually used in DeepSeek’s operations, as commented by figures like Elon Musk.
The Ugly
While both Google and AI-powered ChatGPT became popular due to their openness and transparency, the same cannot be said for DeepSeek. A major issue is its refusal to answer sensitive political questions, especially those that are inconvenient for the Chinese government. Ask about the Tiananmen Square massacre or Chinese authoritarianism, and DeepSeek will respond with, “Let’s talk about something else.” Regardless of its other advantages, this undemocratic and regressive approach is a major flaw that could affect its global acceptance.
This was the response from Deepseek when we asked about the Tiananmen Square protests
To put it simply, while DeepSeek may offer a more energy-efficient AI solution with impressive results, it also raises concerns about transparency, ethical usage, and political censorship. It’s a reminder that in the world of AI, the good, the bad, and the ugly are often intertwined.
Dipin Damodharan is an award-winning journalist, editor and media entrepreneur, and Co-founder and Editor-in-Chief of EdPublica, an independent global media platform covering education, science, research, innovation, climate and public policy. With more than a decade of experience in journalism, he has worked across print, digital and multimedia media. His reporting explores science, climate, sustainability and the social impact of research and innovation. His work has been recognised by the Solutions Journalism Network and other journalism organisations.
Between Lectures and Lyrics: Kabeer Is Building a Malayalam Hip-Hop Career One Self-Taught Skill at a Time
A Kerala-born student in Milton Keynes is writing, producing and releasing his own Malayalam hip-hop and R&B music — one late night and one self-taught skill at a time.
Kabeer is building an independent music career, combining Malayalam storytelling with contemporary hip-hop and R&B. (Photo: Special Arrangement)
Between lectures and coursework in Milton Keynes, Amjad Kabeer spends his free hours doing something far removed from campus life: writing, producing and releasing his own music. Known professionally as Kabeer, the Kerala-born student has spent the past few years building an independent Malayalam hip-hop and R&B career almost entirely on his own terms — one lyric, one beat and one late night at a time.
Two cultures, one sound
For Kabeer, moving from Kerala to the United Kingdom as a student was less an ending to his old life than the start of a search for how to carry it with him. Adjusting to a new country, a new academic routine and a new set of responsibilities was not easy, Kabeer says, but the experience also sharpened his sense of where he came from. Living between two cultures, he says, gave him a different way of thinking about belonging, ambition and personal growth — themes that now run through almost everything he writes.
Rather than treating his Malayalam identity as something to set aside once he moved abroad, Kabeer has placed it at the centre of his music. Language, according to Kabeer, is one of the clearest markers of who a person is, and moving to another country should not mean leaving that part of oneself behind. That conviction shows up directly in his sound: Malayalam lyrics and storytelling set against a contemporary hip-hop and R&B backdrop, built, he says, in the hope that Malayalam music can reach listeners well beyond Kerala or the wider Malayalam-speaking world.
Learning to produce from scratch
The turning point in his development as a producer, Kabeer says, came out of a limitation rather than an opportunity. Professional studio production was out of reach on a student budget, so he decided to learn it himself. Through online tutorials and, by his own account, a great deal of trial and error, he taught himself to produce his own records from scratch. It was a frustrating process, he admits, but it also left him with something he now considers essential to his identity as an artist: creative control over his own work, from a song’s first idea through to its final mix.
“My style is a blend of Malayalam hip-hop, R&B and melodic rap, usually set against atmospheric, moody production”
That control, Kabeer explains, is the real meaning behind his independence — not working alone for its own sake, but being able to turn his own experiences into music without compromising on how they sound. He says he still values collaboration, but being able to carry a track through every stage himself remains central to how he sees himself as an artist.
Six singles, no label
Musically, Kabeer describes his style as a blend of Malayalam hip-hop, R&B and melodic rap, usually set against atmospheric, moody production. His songs return often to self-discovery, relationships, ambition, resilience and the emotional weight of chasing a dream far from home — subjects that, for an artist juggling a degree and a music career at the same time, are not exactly hypothetical. He has released six singles and two music videos so far, entirely through his own resources. Among them, he points to “Clueless” as the one that means the most to him, calling it a marker of how far he has come as both a songwriter and a producer.
Running a music career without a label or management team has not been simple to combine with student life. Kabeer is responsible for every part of the process himself — writing, recording, producing, filming videos, promotion and covering the costs of releasing music — on top of coursework and the everyday demands of living in another country. He describes each release as a chance to grow rather than a burden, for all the pressure involved.
Image credit: By special arrangement.
That effort has started to draw outside attention. Kabeer says his music has had airplay on Amazing Radio UK, and his story has been covered by media outlets. For an independent artist working without institutional backing, Kabeer says, that kind of recognition is encouragement to keep going rather than an endpoint in itself.
Representation, one release at a time
Kabeer’s ambitions go beyond individual releases. He wants to help build greater visibility for Malayalam hip-hop within the UK’s wider music scene, and to create more of a creative connection between Kerala and the broader South Asian diaspora. Representation matters to him in particular: growing up, he says, he rarely saw Malayalam hip-hop represented on an international stage, and he hopes his own path encourages other young people from South Asian backgrounds to pursue their creative interests without feeling they have to give up their cultural identity to do it.
Looking ahead, Kabeer plans to keep releasing original music, explore collaborations and look for more opportunities to perform live, with the longer-term goal of building an artistic identity that draws equally on his life in Kerala and in the UK. For a student still early in both his degree and his music career, he puts it simply: the goal was never just to make music while living abroad, but to make something that carries where he is from into whoever he is still becoming.
Is India paying more than it thinks for chemical farming?
India’s fertiliser subsidy system carries fiscal, environmental and energy costs beyond the price farmers pay. A new Climate Trends study examines the case for balanced nutrient use, organic alternatives and a gradual transition to low-input farming.
A farmer sprays agricultural chemicals in a paddy field, illustrating the use of external inputs in rice cultivation. Representational image. Image credit: masudar rahman/ Pexels
For a paddy farmer in Kuttanad, the amount of fertiliser needed is different from that recommended for other parts of Kerala. The Kerala Agricultural University recommends 90 kg of nitrogen, 45 kg of phosphorus and 15 kg of potassium per hectare for medium-duration, high-yielding rice varieties in Kuttanad. However, this recommendation applies only under certain conditions. The soil should have medium to high potassium levels, rice straw should be mixed back into the soil, and tidal water should supply some nutrients to the field. If soil tests show low potassium levels, the fertiliser requirement changes.
This is because fertiliser needs depend on several factors, including soil type, water movement, rice variety and how crop residues are managed. If farmers apply more fertiliser than their crops need, cultivation costs can rise. The unused nutrients may also enter nearby water bodies and cause pollution. Fertiliser prices in India are heavily subsidised by the government. In 2024–25, the Centre spent 1.77 lakh crore rupees on fertiliser subsidies. This support keeps fertilisers affordable for farmers, but the cost to the public is rarely included when calculating how profitable farming really is.
A study by Climate Trends, titled The Economics of Cultivation, looks at what happens wchen these government subsidies and the environmental costs of fertiliser use are included in the economics of farming. The study suggests that the actual returns from farming that relies heavily on chemical fertilisers may be considerably lower than they appear when these costs are left out.
What does a Hectare of Wheat Really Earn?
Farmers calculate their profit by private net returns, the money a farmer has left after paying for production. But there is another way called the social net return. This includes the government’s spending on fertiliser subsidies and the greenhouse gas emissions produced during fertiliser manufacturing and use. These costs do not appear in a farmer’s accounts, but are borne by taxpayers and the environment.
Across five wheat cultivation cases examined in the study, the social return was estimated to be 36% to 182% lower than the private return, with an average difference of around 90%. In two cases, the return turned negative after these additional costs were included. Punjab’s wheat cultivation in 2019–20 shows how large this gap can be. The study estimates that farmers earned a net return of 31,901 rupees per hectare after deducting cultivation expenses. However, when an additional 11,554 rupees per hectare in fertiliser subsidy costs and greenhouse gas emissions was accounted for, the return fell to 20,347 rupees per hectare.
The study also estimates that Punjab’s fertiliser-related fiscal cost in 2022–23 was 14,072 rupees per hectare. This was nearly four times the all-India figure of 3,630 rupees per hectare in 2021–22. While the farmers continue to benefit from subsidised fertiliser prices, which reduce their cultivation expenses, the additional costs that are shifted to taxpayers and the environment.
India’s chemical fertiliser nutrient use rose from 0.2 million tonnes in 1960–61 to 30.64 million tonnes in 2023–24, reflecting the country’s growing dependence on synthetic fertilisers. Source: Climate Trends
Pricing Policy Influencing Nutrient Choices
India’s fertiliser subsidy policy also influences nutrient use. Introduced in 2010, the Nutrient Based Subsidy (NBS) scheme links subsidies for phosphatic and potassic fertilisers to their nutrient content, while companies have greater freedom to set prices. Urea, which supplies nitrogen, remains under government price control.
This makes urea relatively cheaper and may encourage farmers to use more nitrogen-based fertiliser, even when crops need a different nutrient balance. As the study suggests nitrogen’s share of fertiliser consumption reached 69.9% in 2012–13. Its statistical analysis recorded a 4.42 percentage-point annual increase in the post-2010 trend. However, the analysis covers only four years after the reform and has no control group. It therefore cannot establish that the policy alone caused the increase.
The Indian Council of Agricultural Research recommends soil-test-based fertiliser application rather than a uniform nutrient ratio. Kerala’s lower nitrogen share does not necessarily mean fertiliser use is efficient across all its farms. In Kuttanad, for example, the recommended potassium dose depends on existing soil levels and whether rice straw is incorporated into the field.
Emissions and the Cost of Imported Inputs
Producing synthetic nitrogen fertilisers requires large amounts of energy, much of it from fossil fuels. Their use also releases nitrous oxide, a greenhouse gas that traps much more heat than carbon dioxide over 100 years. Climate Trends report finds the global synthetic nitrogen fertiliser supply chain produced an estimated 1.13 billion tonnes of carbon dioxide equivalent emissions in 2018, accounting for about 2.1% of global greenhouse gas emissions. In India, fertiliser manufacturing alone produced an estimated 25 million tonnes of carbon dioxide equivalent emissions in 2022–23.
India also depends heavily on imports for fertiliser production. It imports potash, several raw materials used in phosphate fertilisers, natural gas and ammonia. Disruptions to international trade routes and energy supplies can therefore affect both the cost and availability of these inputs. The disruption around the Strait of Hormuz is an example.
When international prices rise, the government may have to spend more to keep fertilisers affordable. Farmers, meanwhile, can face supply shortages and uncertainty over availability, even when retail prices are regulated. “We need to fundamentally rethink our approach to soil conservation, moving beyond engineering structures and short-term interventions towards the revival of ecosystems. Despite decades of investment, soil erosion continues to intensify, while the productivity of prime agricultural lands and ecosystems is declining.
Restoring soil health, conserving natural resources and strengthening ecological processes must be at the heart of our response. This also calls for promoting diversified cropping practices suited to local agroecological conditions, rather than perpetuating resource-intensive cropping patterns. Building climate-resilient agriculture requires us to address the root causes of soil degradation, strengthen local ecological solutions and restore the natural systems that help communities withstand droughts, floods and other climate stresses.”, said Dr. Basant Kumar Kandpal, Technical Expert (Agriculture and Horticulture), National Rainfed Area Authority (NRAA).
Can Farmers Move Away From Chemical Inputs?
For Kerala’s rice farmers, fertiliser requirements vary across fields. In Kuttanad, for instance, the recommended potassium dose depends on soil-test results and whether rice straw is returned to the field. Applying these recommendations requires accessible soil testing, regular agricultural extension support and affordable inputs.
“Excessive dependence on chemical fertilisers comes at a far greater cost to the nation than what is reflected in their market prices or subsidy allocations. Soil degradation, environmental damage, energy dependence and the growing fiscal burden are increasingly difficult to ignore. However, the transition to organic and natural farming cannot be left entirely to farmers. It requires sustained government support, investment in research and extension services, affordable alternatives and assured market linkages.”, said Dr Palak Balyan, Lead Author and Research Lead, Climate Trends.
The study calls for changes to fertiliser pricing and subsidy distribution. Its recommendations include pricing urea according to nutrient content, linking part of the subsidy to Soil Health Card advice and supporting farmers who shift to low-input cultivation. It estimates that transitioning one million hectares of transplanted rice to low-input farming could save Rs 1,155 crore annually.
The experiences of Andhra Pradesh and Sikkim show why the transition needs careful planning. Andhra Pradesh’s natural farming programme recorded more than twice the profits at broadly similar yields, while Sikkim faced yield losses amid inadequate farmer training and limited access to certified organic markets.
The challenge, therefore, is to reduce excessive fertiliser use without increasing farmers’ costs or putting yields at risk. The study argues for redirecting public support towards balanced nutrient use, farmer training and affordable alternatives, while accounting for the fiscal, energy and environmental costs of fertiliser-intensive agriculture.
Nearly 72% of Migrant Workers in South India Report Improved Living Standards, but Labour Protection Remains Weak
India’s migrant construction workers play a crucial role in the country’s urban development, yet many continue to face poor working conditions, inadequate social security, wage insecurity and limited access to essential services.
Construction workers at an ongoing building project. Migrant labourers form a significant part of India's construction workforce.Image credit:Pexels
Nearly 72 per cent of interstate migrant workers surveyed across Kerala, Karnataka and Tamil Nadu reported improved living standards after moving to the southern states. However, access to welfare benefits, healthcare and formal employment protections remains a major challenge, according to a new regional survey.
The findings are part of the South India Interstate Migration Survey (SIIMS) 2026, published by the International Institute of Migration and Development (IIMAD) in collaboration with the United Nations Population Fund (UNFPA) and the International Organization for Migration (IOM).
Based on a mixed-methods study of 1,824 migrant workers across 33 districts, the survey examines migration patterns, employment conditions, housing, healthcare, financial security and access to social protection. Data were collected between December 15, 2025, and March 31, 2026. The research covered agriculture, fisheries and daily-wage labour across the three states, alongside hospitality in Kerala, scrap collection in Karnataka and textile and garment work in Tamil Nadu.
The survey found that 71.8 per cent of respondents reported improved living standards after migration, while 56.9 per cent intended to continue working in their destination states. However, the findings also reveal a gap between improved livelihood opportunities and access to basic labour protections.
Employment insecurity and gaps in social protection
The absence of formal employment arrangements emerged as one of the major concerns. Around 86.4 per cent of surveyed workers did not have written employment contracts, while 57.6 per cent received their wages in cash. Only 12.8 per cent reported awareness of their labour rights or available support programmes.
The lack of written contracts can make it difficult for workers to establish employment terms, seek compensation for unpaid wages or pursue grievances. The survey also found that 15.6 per cent of respondents had experienced a workplace accident during the preceding year, while only one per cent had accident insurance.
Access to welfare benefits was similarly limited. Only 19.4 per cent of respondents reported easy access to welfare benefits after migration, while 45.3 per cent faced considerable difficulties. Another 35.3 per cent reported partial access. Healthcare access presented another concern, with 69.2 per cent reporting difficulties obtaining healthcare services.
These findings are supported by a separate study published in Frontiers in Human Dynamics on July 14, 2026. Researchers examined employment precarity and psychosocial well-being among 428 interstate migrant workers in Kerala.
Women migrant workers working in a grass field. Image credit:Pexels
The researchers noted that the relationship between employment insecurity and well-being remained significant even after examining factors such as social exclusion and individual coping mechanisms. However, because the study used a cross-sectional design, the findings establish associations rather than causation.
The financial inclusion findings also reveal a gap between access to banking and broader economic security. Although 88.2 per cent of surveyed workers had access to formal financial services, this did not necessarily translate into access to welfare benefits, insurance or secure employment.
Gender differences further shaped workers’ economic experiences. Women migrant workers earned approximately Rs 3,313 less per month than men, even after researchers accounted for other measured factors. The findings indicate that employment vulnerabilities are not distributed equally across the migrant workforce.
Migration governance requires coordination between states
The survey identified circular migration as an important feature of interstate labour mobility, with 82 per cent of respondents classified as circular migrants. Many workers move repeatedly between their home states and employment destinations, often relying on informal networks of friends and relatives to find work.
This movement creates challenges for welfare systems that remain organised around state-specific administrative structures. Workers may find it difficult to access benefits when their employment, residence and documentation are spread across different locations.
The report recommends stronger coordination between origin and destination states, improved portability of welfare benefits, multilingual assistance and more accessible healthcare services. It also calls for better labour inspections and stronger workplace protections, particularly in sectors where informal employment is widespread.
The findings raise questions about whether existing social protection mechanisms are adequately responding to the mobility of India’s workforce. While migration provides employment opportunities and improves living standards for many workers, the absence of reliable employment safeguards and accessible welfare services leaves significant gaps in their protection.
As southern states continue to depend on interstate labour across construction, agriculture, hospitality, manufacturing and other sectors, ensuring that workers can access their rights and benefits wherever they move will remain an important challenge for migration policy.