Society
Is India’s Clean Cooking Gas Model the Future for the Global South?
The Indian model, backed by smart subsidies and sustainable policies, provides a scalable solution for developing nations striving for clean cooking access

At the just concluded India Energy Week 2025 (February 11-14), India’s Union Minister of Petroleum and Natural Gas, Hardeep Singh Puri, chaired a Ministerial Roundtable on Clean Cooking, where India’s success in providing universal access to clean cooking gas became a key focal point. The Minister emphasized that India’s model for clean cooking gas is not only a success story but also a replicable blueprint for the Global South, offering solutions to nations facing similar energy access challenges.
“India’s clean cooking gas revolution is a game-changer,” said Puri. He pointed out the key factors behind this success: targeted subsidies, strong political will, the digitization of distribution networks by Oil Marketing Companies (OMCs), and nationwide campaigns to shift cultural practices towards clean cooking.
The session brought together representatives from Brazil, Tanzania, Malawi, Sudan, Nepal, and key industry leaders, including the International Energy Agency (IEA), Total Energy, and Boston Consulting Group (BCG). These nations, all striving to enhance energy access for their populations, were eager to learn from India’s achievements.
Under India’s popular government scheme Pradhan Mantri Ujjwala Yojana (PMUY– Prime Minister’s Lightening Scheme), beneficiaries receive LPG access at a highly affordable cost of just 7 cents per day, while other consumers can access clean cooking fuel at 15 cents per day. “This affordability has been a game-changer in driving widespread adoption,” added Shri Puri, underlining the pivotal role of subsidies in overcoming financial barriers to clean cooking.
International representatives shared their nations’ efforts to transition to clean cooking solutions. Dkt. Doto Mashaka Biteko, Deputy Prime Minister and Minister of Energy of Tanzania, outlined the country’s strategy to transition 80% of households to clean cooking by 2030, relying on subsidies and a mix of energy sources, including LPG, natural gas, and biogas. Despite this ambition, he noted challenges such as financing constraints, infrastructure costs, and the need for regulatory reforms to encourage private-sector participation.
Similarly, Dr. Mohieldien Naiem Mohamed Saied, Minister of Energy and Oil, Sudan, emphasized the need for private-sector involvement to overcome gaps in LPG supply, particularly as Sudan still imports much of its energy. He stressed the importance of encouraging local cylinder production and ensuring cost-effective imports to drive broader adoption.
Mary Burce Warlick, Deputy Executive Director of the IEA, recognized India’s success as a model that offers valuable lessons for other nations grappling with issues of affordability, access, and infrastructure. She emphasized the role of concessional financing and public-private partnerships (PPP) in scaling up clean cooking access. Addressing cultural acceptance and regulatory adjustments, such as tax reductions, were also highlighted as critical factors for large-scale adoption.
Rahool Panandiker, Partner at Boston Consulting Group (BCG), further underscored the effectiveness of India’s clean cooking transformation. He attributed the success to the strong political commitment, effective subsidy targeting, and robust public awareness campaigns. Panandiker also credited India’s Oil Marketing Companies (OMCs) for enabling last-mile LPG delivery through digital platforms, making adoption seamless. He also stressed the importance of refining the cylinder refill model to ensure sustained usage while balancing affordability with economic sustainability.
In addition to LPG, the roundtable explored the potential of alternative clean cooking technologies. Puri addressed the potential of solar cookers in expanding clean cooking solutions across the Global South. He highlighted that IOCL’s advanced solar cookers, priced at approximately $500 per unit, could be a viable solution, though the price point remains a challenge for widespread adoption. “Leveraging carbon financing and collaborating with the private sector can drive costs down and make solar cooking a viable alternative for millions,” he stated.
This initiative aligns with India’s broader efforts to diversify clean cooking options beyond LPG, further reinforcing its commitment to reducing reliance on traditional biomass fuels and cutting carbon emissions. The government’s focus on solar cooking options aims to ensure a more sustainable future for energy access, particularly in remote and underserved areas.
“The Indian model, backed by smart subsidies and sustainable policies, provides a scalable solution for developing nations striving for clean cooking access,” Puri said. He also stressed that achieving universal clean cooking access is not merely an economic imperative but a moral one, given the severe health and environmental impacts of traditional biomass cooking.
Society
Jio Joins Forces with SpaceX’s Starlink to Bring High-Speed Internet to India
India’s richest man Mukesh Ambani’s Jio Partners with SpaceX for a Digital Revolution

In a groundbreaking move, Jio Platforms Limited (JPL), a subsidiary of India’s Reliance Industries Limited, has announced a strategic partnership with SpaceX to offer Starlink’s high-speed broadband internet services across India. This collaboration comes as part of Jio’s ambition to expand its broadband offerings and transform connectivity in the country, especially in rural and remote areas.
The partnership between Jio, led by India’s richest man, Mukesh Ambani, and SpaceX, led by US billionaire Elon Musk, marks a significant step in bridging the digital divide and accelerating India’s digital ecosystem. By bringing Starlink’s advanced low Earth orbit (LEO) satellite internet into its fold, Jio is positioning itself at the forefront of India’s broadband evolution, promising to provide affordable and high-speed internet to even the most remote corners of the country.
Through this agreement, Jio will integrate Starlink’s services into its vast network, offering them to both consumers and businesses across India. Customers will be able to access Starlink’s solutions through Jio’s retail outlets as well as its online platforms, ensuring a seamless and efficient experience for users nationwide.
“Ensuring that every Indian, no matter where they live, has access to affordable and high-speed broadband remains Jio’s top priority,” said Mathew Oommen, Group CEO of Reliance Jio, in a statement. “Our collaboration with SpaceX to bring Starlink to India strengthens our commitment and marks a transformative step toward seamless broadband connectivity for all. By integrating Starlink into Jio’s broadband ecosystem, we are expanding our reach and enhancing the reliability and accessibility of high-speed broadband in this AI-driven era, empowering communities and businesses across the country.”
Jio’s extensive infrastructure, paired with Starlink’s pioneering satellite technology, will address the connectivity challenges in India’s most underserved areas, ensuring the benefits of the digital age are accessible to all. The collaboration will also allow Jio to complement its existing broadband services, such as JioAirFiber and JioFiber, by providing high-speed internet in hard-to-reach locations more quickly and affordably.
Additionally, Jio and SpaceX are exploring further areas of collaboration, looking for innovative ways to strengthen India’s digital landscape. Gwynne Shotwell, President and Chief Operating Officer of SpaceX, commented, “We applaud Jio’s commitment to advancing India’s connectivity. We are looking forward to working with Jio and receiving authorization from the Government of India to provide more people, organizations, and businesses with access to Starlink’s high-speed internet services.”
In an interesting twist, Jio’s partnership with Starlink comes just one day after India’s second-largest telecom operator, Airtel, also signed a deal with Starlink. This move indicates that India’s telecom sector is witnessing a significant transformation as leading operators race to offer cutting-edge broadband services through satellite technology, further boosting the country’s digital revolution.
As part of its long-term strategy, Jio continues to innovate and diversify its offerings, positioning itself as a leader in the broadband space with cutting-edge solutions. With this collaboration, Jio not only aims to enhance the reach of its broadband services but also solidifies its role in advancing India’s goal of becoming a global leader in the digital economy.
The union of Jio’s expansive infrastructure and SpaceX’s space-based internet promises to accelerate India’s journey toward becoming a digitally connected nation, ensuring that no part of the country is left behind in the fast-evolving digital landscape.
Society
New Research Could Allow People to Correct Robots’ Actions in Real-Time
Through basic interactions like pointing to the object, tracing a path on a screen, or physically nudging the robot’s arm, you could guide it to complete the task more accurately.

A breakthrough framework developed by researchers from MIT and NVIDIA may soon allow people to correct a robot’s actions in real-time using simple, intuitive feedback—similar to how they would guide another person.
Imagine you’re doing the dishes and a robot grabs a soapy bowl from the sink—but its gripper misses the mark. Instead of having to retrain the robot from scratch, a new method could enable you to fix its behaviour in real time. Through basic interactions like pointing to the object, tracing a path on a screen, or physically nudging the robot’s arm, you could guide it to complete the task more accurately.
This new approach eliminates the need for users to collect data and retrain the robot’s machine-learning model, unlike other traditional methods. Instead, it allows the robot to immediately adjust its actions based on user feedback to get as close as possible to fulfilling the user’s intent.
In tests, the framework’s success rate was 21 percent higher than an alternative method that did not leverage human corrections.
“This approach is designed to let robots perform tasks effectively right out of the box,” says Felix Yanwei Wang, an MIT graduate student in electrical engineering and computer science (EECS) and the lead author of a paper on the framework. “We can’t expect laypeople to gather data and fine-tune models. If a robot doesn’t work as expected, users should have an intuitive way to fix it.”
Wang’s co-authors include Lirui Wang PhD ’24, Yilun Du PhD ’24, senior author Julie Shah, MIT professor of aeronautics and astronautics and director of the Interactive Robotics Group at CSAIL, along with Balakumar Sundaralingam, Xuning Yang, Yu-Wei Chao, Claudia Perez-D’Arpino PhD ’19, and Dieter Fox from NVIDIA. The research will be presented at the upcoming International Conference on Robots and Automation.
A New Approach to Robot Correction
Currently, many robots use generative AI models trained on vast amounts of data to perform tasks. These models can solve complex tasks but often struggle to adapt to real-world situations that differ from their training environment. For example, a robot might fail to pick up a box from a shelf if the shelf in the user’s home is arranged differently than in its training environment.
To address this, engineers often collect new data and retrain the model—a time-consuming and costly process. However, the new MIT-NVIDIA framework allows users to interact with the robot during deployment, correcting its behavior in real time without the need for retraining.
“We want users to guide the robot without causing mistakes that could misalign with their intent,” says Wang. “The goal is to provide feedback that adjusts the robot’s behavior in a way that is both valid and aligned with the user’s goals.”
The system offers three ways for users to provide feedback: they can point to the object they want the robot to interact with, trace a desired trajectory on a screen, or physically nudge the robot’s arm. Wang explains, “Physically nudging the robot is the most direct way to specify user intent without losing any of the information.”
Ensuring Valid Actions
To avoid the robot making invalid moves—like colliding with nearby objects—the researchers developed a sampling procedure. This technique ensures that the robot chooses actions that are both feasible and aligned with the user’s request.
“Rather than just imposing the user’s will, we allow the robot to take the user’s intent into account while ensuring the actions remain valid,” Wang says.
The researchers’ framework outperformed other methods during tests with a real robot arm in a toy kitchen. While the robot might not always complete tasks immediately, the system allows users to correct it on the spot, without waiting for it to finish and then provide new instructions.
The framework also has the potential to learn from user corrections. For instance, if a user nudges the robot to pick up the correct bowl, the robot could log this action and incorporate it into its future behavior, gradually improving over time.
“The key to continuous improvement is having a way for users to interact with the robot,” says Wang. “This method makes that possible.”
Looking ahead, the researchers aim to improve the speed of the sampling procedure and test the framework in new, more complex environments, paving the way for robots that are more adaptable to real-world scenarios.
Society
Starliner crew challenge rhetoric, says they were never “stranded”
Sunita Williams and Barry Wilmore don’t require a “rescue mission.” The veteran astronauts challenged some misconceptions the public has had about their over-extended stay aboard the International Space Station (ISS), following the Boeing Starliner mishap last June.

Last year on June 5th, NASA astronauts Sunita Williams and Barry Wilmore were on a flight testing mission to dock a Boeing Starliner spaceraft to the International Space Station (ISS). Set to return just eight-days later, their mission met with an ill-fated death. A few thrusters failed, in addition to a helium leak onboard, rendered the Boeing Starliner spacecraft too unsafe for NASA’s liking. The agency’s stubborn refusal to let their astronauts be under harm’s way, meant the Starliner returned to earth later in September without its crew.
In the months passing since then, Williams and Wilmore never left the public gaze. Media headlines and TV news anchors have taken to report the event as a major predicament. This is despite the fact, that the astronauts were neither stranded, nor left alone. Williams and Wilmore weigh in on the issue recently during a live interaction with the media.
“Butch (Barry Wilmore) and I knew this was a test flight,” Sunita Williams said to CBS News. “We knew that we would probably find some things (wrong with Starliner) and we found some stuff, and so that was not a surprise.”
Musk made a statement there that sparked controversy. “They were left up there for political reasons.”
This is not to say the situation the duo found themselves in is unprecedented; for it is indeed unprecedented. When NASA had Boeing Starliner‘s software reconfigured and return to earth in one shape. NASA had the benefit of doubt, given their original assessment was made with the best possible evidence available at the time; and not to compromise upon crew safety. As of latest plans, Williams and Wilmore will return to earth by late-March 2025 at the earliest.
But the rhetoric has reinforced calls to put together a “rescue mission.” SpaceX CEO Elon Musk, who advises incumbent US President Donald Trump, claimed at a Fox News interview that his proposal to bring the astronauts back in September was rejected by the previous administration led by President Joe Biden. Musk made a statement there that sparked controversy. “They were left up there for political reasons.”
Narratives draw ire from the space community
Musk’s comments drew ire from other veteran astronauts. Andreas Mogensen, a former ISS commander during Expedition 70, reacted to Musk’s comment on X to say, “What a lie. And from someone who complains about lack of honesty from the mainstream media.” Musk responded in kind soon there after, aggressively standing his ground. However, the astronauts themselves found the claims unsubstantiated.
According to WCVB Boston, Barry Wilmore himself said, “I have not heard that … I’m not sure that could be the case based on what I know. We came up here with a plan to return, and the plan changed.” NASA themselves had issued a clarification in the aftermath of Musk’s own comments, claiming it had never received a direct proposal from SpaceX for any mission. Nor did they warrant such a “rescue mission”, as now President Trump has called on for.
Political considerations are not a factor in changing the timelines in the ISS expeditions. “The White House was very good about letting us make safety decisions and leaving that to the experts at NASA,” Bloomberg reported Pam Melroy, an ex-NASA administrator involved in the mission, as having said.

Long-exposure photograph taken on July 3, 2024, of the Boeing Starliner docked to the ISS, with the earth in the background | Credit: Matthew Dominick/NASA
“Help us change the rhetoric …”
Risks and derailed plans are part and parcel of space travel, and something space agencies draw backup plans for. Much of the public angst and concern for the astronauts is the loneliness arising from prolonged isolation in space, and fears of mishap with the ISS.
“That is what the human space flight program is; it prepares for any and all contingencies that we can conceive of, and we prepare for those,” Newsweek reports Sunita Williams as having said. Health professionals on ground have helped monitor and manage their physical and psychological fitness. Inadvertently, they contribute to research studying the human body’s ability to adapt in the micro-gravity conditions; as well as psychological resilience and the astronauts’ ability to handle stress. But this is nothing astronauts cannot handle. In fact, Williams compared her situation with that of a tourist. “I call it a little vacation from earth.”
“So if you’ll help us change the rhetoric, help us change the narrative…let’s change it to ‘prepared and committed’ rather than what you’ve been hearing,” WCVB Boston reported Williams as having said.
They have had astronauts from the Crew 8 expedition give them company during the arrival in June, assisting them with their microgravity-based scientific experiments. In September, they were joined by a new party of astronauts of the Crew 9 mission – Roscosmos’ Alexander Gubnov, and NASA’s Nick Hague – replacing the astronauts from Crew 8.
In addition to extra clothing and stockpile of food, NASA had left two extra seats were left empty for Williams and Wilmore to return along with Gubnov and Hague on their return later this March or April, when astronauts from upcoming Crew 10 dock later this month. Given there is a spacecraft docked to the ISS at all time, they have all what it takes to evacuate during an emergency.
“So if you’ll help us change the rhetoric, help us change the narrative…let’s change it to ‘prepared and committed’ rather than what you’ve been hearing,” WCVB Boston reported Williams as having said.
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