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DeepSeek: The Good, The Bad, and The Ugly

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

Dipin Damodharan

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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.

chat
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 is the Co-founder and Editor-in-Chief of EdPublica. A journalist and editor with over 15 years of experience leading and co-founding both print and digital media outlets, he has written extensively on education, politics, and culture. His work has appeared in global publications such as The Huffington Post, The Himalayan Times, DailyO, Education Insider, and others.

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COP30

From 6% to 16%: The Philippines Shows the World How Fast Climate Budgets Can Shift

In just four years, the Philippines has expanded its climate spending from PHP 282 billion to over PHP 1 trillion — one of the fastest fiscal shifts anywhere in the world.

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Flooded Street with Jeepney in Malabon, Philippines. Image credit: Tear Cordez/Pexels

Governments across the world are beginning to rethink the way national budgets are designed, moving away from traditional fiscal planning and toward systems that integrate climate considerations directly into spending decisions. A new comparative review of global green-budgeting practices reveals a trend that is gathering momentum: more countries are using their budgets as climate-governance tools. But the pace of progress varies sharply between advanced economies and emerging markets.

The Rise of Climate-Conscious Budgets

Countries such as France, Ireland, Mexico and the Philippines provide some of the clearest examples of how climate priorities are reshaping national expenditure. France has increased its identified climate-positive budget from €38.1 billion in 2021 to €42.6 billion in 2025, while Ireland expanded its environmental allocations from €2 billion (2020) to €7 billion (2025). Mexico’s transformation has been even more rapid: climate-related expenditures rose from MXN 70 billion (2021) to MXN 466 billion (2025) — a six-fold increase.

A Sudden Surge in the Philippines

Nowhere is the shift more dramatic than the Philippines. After embedding climate budget tagging across its ministries, the country’s climate budget expanded from PHP 282 billion in 2021 to more than PHP 1 trillion in 2025, raising its share of the national budget from 6% to 16%. The reform forced ministries to assess thousands of programmes through a climate lens, resulting in a shift toward resilient infrastructure, sustainable energy, water security, and climate-smart industries.

Advanced Economies Move Beyond Tagging

While emerging economies are scaling up climate allocations, advanced economies are integrating climate metrics deeper into fiscal systems. Canada’s “climate lens” requires greenhouse-gas and resilience assessments for major infrastructure projects before funding is approved. Norway links its annual budget to its Climate Change Act and long-term low-emission strategies. Germany uses sustainability indicators to guide fiscal decisions, embedding climate considerations into macroeconomic planning.

These tools go beyond transparency. They force ministries to justify public spending not only in economic terms, but in climate terms — shifting budgets from accounting documents to steering instruments.

Despite this momentum, the analysis notes a persistent gap: many countries stop at tagging climate-related expenditures without linking them to outcomes or performance indicators. Tagging improves transparency, but on its own does not change investment decisions. Without climate-based appraisal and monitoring, high-emission infrastructure can still slip through national budgets unchallenged.

The Financing Challenge

For lower-income countries, the largest barriers are financial. High capital costs, limited fiscal room, and weaker public financial management systems restrict the scale of green budgeting reforms. Even when climate spending rises, sustaining these increases requires integrating climate metrics into medium-term fiscal frameworks — something only a handful of emerging economies have attempted.

Innovations Show What’s Possible

Some models offer a blueprint. Indonesia’s climate-tagging system feeds directly into its sovereign green sukuk framework, giving investors clear visibility over the use of proceeds. This loop — tagging, reporting, financing — demonstrates how governments can leverage green budgeting to unlock larger pools of private capital.

Still in Progress

The report concludes that the next frontier for green budgeting is integration: linking budget tagging, climate-lens project appraisal, performance-based reporting, and climate-aligned fiscal strategies. Done together, these tools allow budgets to become climate-governance instruments capable of guiding national transitions.

But the pace remains uneven. Some countries are racing ahead, while others are taking incremental steps. What is clear, however, is that climate-aligned public finance is no longer optional. As climate impacts intensify, the alignment of the world’s budgets will determine who adapts — and who is left behind.

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COP30

Corporate Capture: Fossil Fuel Lobbyists at COP30 Hit Record High, Outnumbering Delegates from Climate-Vulnerable Nations

COP30 sees over 1,600 fossil fuel lobbyists inside climate talks, surpassing delegations of climate-vulnerable nations. Experts warn of corporate capture.

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COP30 was billed as the “Implementation COP,” a summit where governments would finally convert years of climate promises into concrete action. Instead, the year’s most striking headline comes from the corridors, not the negotiation rooms: more than 1,600 fossil fuel lobbyists have entered the talks — the highest in the history of the UN climate process.

A new analysis by the Kick Big Polluters Out (KBPO) coalition reveals that one in every 25 participants in Belém is linked to the oil, gas, or coal industry. The number surpasses the total delegations of many climate-vulnerable nations and even outnumbers the combined negotiating teams of the 10 most climate-impacted countries.

For many observers, the surge represents not just a statistic but a symptom of a deeper structural crisis.

“It’s common sense that you cannot solve a problem by giving power to those who caused it,” said Jax Bonbon of IBON International in a statement. “Yet three decades and 30 COPs later, more than 1,500 fossil fuel lobbyists are roaming the climate talks as if they belong here.”

A Climate Summit Outnumbered by Industry

The analysis shows 599 industry-linked representatives entered COP30 through Party overflow badges — a route typically reserved for government delegates. This method bypasses new transparency rules that require non-government participants to disclose their affiliations.

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Several countries also included fossil fuel representatives directly within their official delegations. According to the report, France, Japan, and Norway brought senior industry figures, including those from TotalEnergies, Japan Petroleum Exploration, and Equinor.

“Until we Kick Big Polluters Out, we can expect the outcomes of COP30 — and every COP after — to be written by the world’s largest polluters,” said Pascoe Sabido of Corporate Europe Observatory. “It’s profit over people and the planet.”

The contrast between industry presence and the representation of climate-impacted nations is stark. The Philippines’ delegation is outnumbered by nearly 50 to 1. Jamaica sent fewer than 40 delegates — as it deals with the aftermath of Hurricane Melissa — while hundreds of industry lobbyists move freely inside the venue.

‘A Flood of Influence’

Civil society groups warn that the negotiations risk being shaped by the very actors accelerating the climate crisis.

“The COP is massively flooded with around 1,500 representatives of the fossil fuel industry — like a river bursting its banks and sweeping everything away,” said Susann Scherbarth of Friends of the Earth Germany.

The criticism echoes growing frustration among scientists and youth groups over the widening gap between climate science and political outcomes. Despite repeated warnings from the IPCC about the need for rapid fossil fuel phase-down, nearly $250 billion worth of new oil and gas projects have been approved since COP29.

Youth delegations expressed alarm that the negotiation space is becoming increasingly inaccessible to those most affected by the climate crisis.

“The UNFCCC is in need of rehabilitation,” said Pim Sullivan-Tailyour from the UK Youth Climate Coalition. “My generation deserves Just Transition policies shaped by what people and the planet need — not what polluters’ profits demand.”

Demands for Integrity and Accountability

Transparency and governance experts argue that the situation has reached a defining moment. “If COP30 is indeed the COP of truth, the Presidency and the UNFCCC Secretariat must strengthen participant disclosure rules,” said Brice Böhmer of Transparency International. “It is time to ensure integrity and restore trust.”

Civil society groups are urging governments to adopt formal conflict-of-interest rules, a step the UNFCCC has so far resisted. They argue that genuine climate progress requires insulating negotiations from actors whose core business models rely on continued fossil fuel extraction.

A Crossroads Moment for the UN Climate Process

COP30 was expected to accelerate global action toward limiting warming to 1.5°C. Instead, it has reopened a fundamental question: Can a climate summit deliver meaningful outcomes when the world’s largest polluters enjoy unprecedented access inside the process?

The KBPO coalition says the answer depends on whether the UNFCCC is willing to adopt structural reforms that prioritise vulnerable communities over powerful corporations.

As the talks continue in Belém, the tension between ambition and influence remains at the heart of COP30 — raising critical questions about transparency, accountability, and the future of global climate governance.

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Society

Guterres to WMO: ‘No Country Is Safe Without Early Warnings’

At WMO’s 75th anniversary, UN Chief António Guterres warned that no nation is safe from extreme weather — urging governments to fast-track early warning systems by 2027.

Joe Jacob

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Declaring that “no country is safe from the devastating impacts of extreme weather,” UN Secretary-General António Guterres called for a global surge in early warning systems to protect lives, economies, and ecosystems from climate-fuelled disasters.​

Speaking at the 75th anniversary of the World Meteorological Organization (WMO), Guterres hailed the agency as “a barometer of truth” and “a shining example of science supporting humanity.” It was his first address to the WMO, reflecting the agency’s central role in turning climate science into life-saving action.

“Without your rigorous modelling and forecasting, we would not know what lies ahead — or how to prepare for it,” he told delegates gathered at WMO headquarters in Geneva.

The occasion doubled as the midway checkpoint for the Early Warnings for All (EW4All) initiative, launched by Guterres in 2022 to ensure every person on Earth is protected by life-saving warning systems by 2027.

WMO Secretary-General Celeste Saulo issued a “Call to Action,” urging all countries to close early warning gaps through expanded observation networks, strengthened hydrological services, and community-level outreach. “Every dollar invested in early warning saves up to fifteen in disaster losses,” she said.​

Saulo cautioned that despite major progress—108 countries now operate multi-hazard warning systems—the world’s poorest remain the least protected. Disaster mortality rates are six times higher in countries with limited early warning coverage.​

A 75-Year Legacy of Science for Action

Marking 75 years since it became a UN specialized agency, WMO used its Extraordinary Congress to reaffirm global cooperation in weather, water, and climate monitoring.​

President Abdulla al Mandous praised Guterres for embedding early warning systems into the international climate agenda: “Early warnings are now recognized at the highest levels as cost-effective, life-saving, and cross-cutting solutions that reduce risk and advance development,” he said.

Guterres urged three urgent priorities to achieve universal coverage: integrating early warnings across governance structures, boosting finance and debt relief for vulnerable nations, and aligning national climate plans to limit temperature rise to 1.5°C.

“Every life lost to disaster is one too many,” he said. “With science, solidarity, and political resolve, we can ensure a safer planet for all.”

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