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Chatbots no longer crash in nonstop conversations

Researchers have developed a simple solution that enables the chatbot to maintain a conversation without crashing, slowing down or stopping in any situations

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Image: Alexandra Koch/Pixabay

Assume that you and ChatGPT are engaged in a continuous conversation. In such situations the powerful big language machine learning models that drive chatbots like ChatGPT sometimes start to break down. This causes the bots performance to deteriorate rapidly.

But a team of researchers from MIT and elsewhere has found a very simple solution. Researchers have developed a simple solution that enables the chatbot to maintain a conversation without crashing, slowing down or stopping in the aforementioned situations.

The key-value cache, which functions similarly to a conversation memory and is at the heart of many large language models, is modified in their method. Some techniques push out the initial few bits of data when this cache cannot keep the additional information. This may lead to the model’s failure. The researchers’ approach enables a chatbot to continue conversing for the duration of the interaction by making sure that these initial few data pieces are stored in memory.

With the use of the technique known as StreamingLLM, a model can continue to function effectively even in situations when a dialogue exceeds 4 million words. StreamingLLM outperformed another technique by almost 22 times when it came to preventing crashes by continually recalculating a portion of the previous discussions.

This could make it possible for a chatbot to have lengthy discussions during the working day without having to be restarted, making effective AI assistants for jobs like editing, creating coding, and copywriting possible.

According to Guangxuan Xiao, an electrical engineering and computer science (EECS) graduate student and lead author of a paper on StreamingLLM , we can now consistently implement these big language models thanks to this technique. We could use chatbots in new apps if they could create a chatbot that we could always communicate with and that could respond to us based on our previous interactions. A presentation of the study will take place at the International Conference on Learning Representations.

EP Staff is the editorial team at EdPublica, an independent media organisation focused on science, education, environment and public policy. The team produces evidence-based news, features, explainers and analysis on issues that shape society and everyday life.

Space & Physics

NASA recruits new astronauts for future Moon Base and Mars missions

NASA has opened applications for its next astronaut class as the agency prepares for Artemis missions, a planned lunar base and future human missions to Mars.

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NASA astronaut candidates in blue flight suits wave during a public announcement ceremony at NASA, with a large lunar backdrop and NASA insignia behind them.
Members of NASA's 2025 astronaut class wave after being announced to the world in September 2025. NASA is now taking applications for its 2027 astronaut class. (Image credit: NASA/Helen Arase Vargas)

NASA is recruiting a new generation of astronauts to support its plans for a Moon Base, future Artemis missions and eventual human journeys to Mars. The selected candidates will train for missions that could help establish a sustained human presence on the lunar surface. NASA has opened applications for its next class of astronauts as it moves closer to its ambition of making the Moon a base for longer-term exploration. The recruitment comes as the US space agency works towards establishing the infrastructure needed to support human activities on the lunar surface and prepare for future crewed missions to Mars.

The recruitment drive is aimed at selecting candidates who could participate in future Artemis missions, work at a planned lunar base and help develop the technologies and operational capabilities needed for human missions to Mars. According to NASA, applications will remain open until December 3, 2026, at 11:59 pm Eastern Standard Time (December 4, 10:29 am IST). The agency expects to announce its final selection in late 2027.

The recruitment comes as NASA moves beyond its earlier approach of sending astronauts to the Moon for relatively short missions. Its longer-term ambition involves developing the infrastructure required for humans to live and work on the lunar surface for extended periods.

What is NASA’s Moon Base project?

NASA’s proposed Moon Base is part of its broader effort to establish a sustained human presence beyond Earth. The plan involves developing the facilities, transportation systems, power infrastructure and robotic equipment needed to support longer stays on the lunar surface.

The lunar south pole is a major focus of these plans. Scientists believe that permanently shadowed regions near the poles contain deposits of water ice. These resources could potentially be processed to provide drinking water, oxygen and hydrogen for rocket fuel, reducing the need to transport every essential supply from Earth.

A lunar base could also provide opportunities to study the Moon’s geology, investigate its resources and test technologies required for operating in extreme environments. The infrastructure and experience gained from these operations could prove important when NASA eventually attempts to send humans to Mars.

How will the Artemis Program Contribute?

NASA’s astronaut recruitment is closely linked to its Artemis programme. The programme aims to return humans to the lunar surface and develop the capabilities needed for longer-duration exploration. Through Artemis, NASA plans to study the lunar environment, particularly the south pole, while testing spacecraft, spacesuits and other technologies required for future exploration.

The programme is also intended to build on the experience gained from earlier human spaceflight missions and establish a foundation for journeys to Mars. Unlike the Apollo missions of the 1960s and 1970s, which focused on reaching the Moon and returning to Earth, Artemis is designed around a longer-term exploration strategy. The astronauts selected through the latest recruitment drive will train for increasingly complex missions, including operations on the lunar surface.

Who Can Apply to Become a NASA Astronaut?

The recruitment is open only to US citizens. Applicants must have a master’s degree in a science, technology, engineering or mathematics (STEM) discipline, including engineering, biological sciences, physical sciences or computer science. NASA also accepts certain equivalent qualifications, including doctoral-level research experience, specified medical degrees and recognised test pilot school programmes.

NASA Moon Base
NASA’s 2025 astronaut class, as seen in September 2025 when NASA announced them to the world. They are: U.S. Army CW3 Ben Bailey, U.S. Air Force Maj. Cameron Jones, Katherine Spies, Anna Menon, U.S. Navy Lt. Cmdr. Erin Overcash, U.S. Air Force Maj. Adam Fuhrmann, Dr. Lauren Edgar, Yuri Kubo, Rebecca Lawler, and Dr. Imelda Muller. (Image credit: NASA)

Candidates must have at least three years of relevant professional experience after completing their qualifying degree. Pilots can meet the experience requirement through specified flight hours in high-performance aircraft. Academic qualifications alone will not determine selection. Applicants must also pass NASA’s long-duration astronaut flight physical and demonstrate leadership, teamwork and communication skills.

The selected candidates will undergo nearly two years of astronaut training at NASA’s Johnson Space Center in Houston, Texas. Their preparation will include spacewalking, lunar geology, spacecraft operations and other technical skills required for space missions. NASA’s previous recruitment drive, which opened in 2024, received more than 8,000 applications. The agency selected 10 astronaut candidates in 2025.

Preparing for Human Missions

The latest recruitment reflects NASA’s effort to build the workforce and technical expertise required for its long-term exploration plans. Operating on the Moon presents challenges that go beyond reaching its surface. Astronauts will have to work in extreme temperatures, manage limited resources, deal with lunar dust and maintain equipment in an environment without Earth’s protective atmosphere.

These challenges also have implications for future Mars exploration, where astronauts would have to operate much farther from Earth, with limited opportunities for resupply and emergency assistance. The experience gained through sustained lunar exploration could help NASA understand how humans respond to extended stays beyond Earth and develop systems to support future interplanetary missions. The next generation of astronauts could therefore play a role in shaping how humans explore and eventually work beyond the Earth-Moon system.

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Can Studying Cancer Tumours in Space Help Improve Chemotherapy on Earth?

Researchers are studying miniature models of colorectal cancer aboard the International Space Station to understand whether microgravity changes how cancer cells respond to chemotherapy.

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International Space Station with its large solar arrays extended, photographed against the darkness of space.
The International Space Station serves as a research laboratory for studying cancer cells, human health and biological processes in microgravity. Source: ISS/ NASA

Two people diagnosed with the same type of cancer may not respond to the same treatment in the same way. A chemotherapy drug that works well for one patient may be less effective for another. This happens partly because tumours differ in their genetic makeup, growth patterns and response to medicines. Understanding these differences is vital for developing cancer research and treatments that work better for individual patients.

By sending miniature models of cancer tumours into space, scientists at Wake Forest Institute for Regenerative Medicines in the United States are exploring an unusual way to explore the problem. They are investigating whether the absence of normal gravity changes how colorectal cancer cells respond to chemotherapy. The project, called Tumor Avatars in Space (TAVIS), uses the International Space Station (ISS) as a laboratory to study how cancer cells behave in microgravity.

The experiment uses organoids, which are small, three-dimensional models of human tissues grown in laboratories. For this project, researchers developed tumour organoids using cancer cells collected from patients with colorectal cancer. These miniature models retain some of the biological features of the original tumours, allowing scientists to study how they respond to medicines.

The researchers will compare how these tumour models respond to chemotherapy in space and on Earth. By studying the differences, they hope to understand whether microgravity changes the way cancer cells react to treatment.

Why Study Cancer Cells in Space?

Gravity influences how cells grow and arrange themselves. On Earth, cells are affected by gravitational forces and the way they settle within their surroundings. In microgravity, these conditions change, allowing cells to form three-dimensional structures in different ways. This makes space an interesting environment for studying how cells behave. Researchers want to know whether changes in these conditions can affect tumour growth, cell activity and responses to cancer drugs.

Cancer tumours are made up of more than just cancer cells. They contain different types of cells that interact with one another and their surroundings. These interactions can influence how a tumour grows and responds to treatment. Studying three-dimensional tumour models can help scientists understand some of these processes better.

In the TAVIS experiment, researchers will examine whether colorectal cancer cells become more sensitive to chemotherapy under microgravity conditions. If they find differences, they will investigate the genetic and cellular changes responsible for them. One area of interest is how cancer cells use energy. This process, known as metabolism, helps cells grow, survive and carry out their functions. Changes in metabolism could influence how effectively chemotherapy destroys cancer cells.

The researchers hope to identify the biological processes behind any changes in treatment response. They will then investigate whether similar effects can be reproduced on Earth, potentially by targeting particular genes or cellular processes.

What are Tumour Organoids?

Organoids are miniature, three-dimensional structures grown in laboratories using stem cells or cells taken from human tissues. Depending on the cells used, scientists can grow models that reproduce certain features of organs such as the intestine, liver, brain and lungs. In cancer research, scientists can use cells collected from a patient’s tumour to grow patient-derived tumour organoids. These models retain some of the characteristics of the original cancer and allow researchers to test how different medicines affect it.

Cancer research: Brightfield microscopy image showing three-dimensional patient-derived colorectal cancer tumour organoids grown in a laboratory.
Patient-derived tumour organoids used in cancer research to study tumour behaviour and treatment responses. Image: S.N. Ooft and M. Mertz / The Scientist.

This approach provides more information than experiments using cancer cells grown in a flat layer in laboratory dishes. Since organoids have a three-dimensional structure, they can better represent some of the conditions in which cells grow and interact inside the body.

Researchers are also studying whether patient-derived organoids could help doctors identify treatments that are more likely to work for individual patients. However, this approach still requires further research and is not yet a replacement for established clinical treatment decisions.

Can it Help Cancer Treatment?

The TAVIS project is part of a wider effort to use space-based research to understand human biology and develop medical applications on Earth. After the experiment, researchers will compare the space-grown tumour models with those maintained on Earth. They will examine whether microgravity caused changes in the cancer cells and whether those changes affected their response to chemotherapy.

“If microgravity makes these tumors more responsive, we can look for the genetic changes behind that and try to induce the same changes here on Earth,” said Shay Soker, Ph.D., WFIRM professor and principal investigator of the study. “It’s similar in spirit to immunotherapy, which makes tumors more visible to the immune system. The tumor can run, but it can’t hide.”

If the space-grown models respond differently, scientists will investigate whether the same effects can be produced under normal conditions on Earth. This could help identify new ways to make cancer cells more responsive to existing treatments.

The experiment does not mean that cancer can be treated more effectively in space. Instead, it uses the unusual conditions aboard the ISS to investigate biological changes that are difficult to study in conventional laboratories. By understanding how cancer cells respond to different conditions, researchers hope to gain new insights into tumour behaviour, drug development and the possibility of more personalised cancer treatment.

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Physicists Extend Einstein’s Theory to Investigate the Universe’s Earliest Matter

Physicists at MIT and UCSB have extended Einstein’s theory of Brownian motion to study how heavy quarks move through quark-gluon plasma, offering new insights into the universe’s earliest matter.

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Particle Collisions in Quark-Gluon Plasma Research
Particle collision events help physicists investigate the properties of quark-gluon plasma, the extreme state of matter that existed shortly after the Big Bang. Image credit: MIT

For a few microseconds after the Big Bang, the universe was filled with an unusual state of matter. At temperatures reaching trillions of degrees, quarks and gluons moved freely in a dense, hot fluid known as quark-gluon plasma. As the universe expanded and cooled, these particles began combining to form protons and neutrons, the building blocks of ordinary matter.

Physicists can recreate this extreme environment today by colliding heavy atomic nuclei at nearly the speed of light inside particle accelerators. The collisions produce tiny droplets of quark-gluon plasma, each lasting only an extraordinarily brief period before breaking apart. Studying what happens inside these droplets is difficult. They are too small and short-lived for scientists to examine directly. Instead, researchers look at how other particles behave as they pass through the plasma. Their movements can reveal details about the fluid’s internal properties.

A study by physicists at the Massachusetts Institute of Technology (MIT) and the University of California, Santa Barbara (UCSB), has developed a new theoretical approach to this problem. Published in Physical Review Letters, the research examines how heavy subatomic particles respond to the forces exerted by a fluid when travelling at speeds close to that of light. The work extends a principle that physicists have relied on for more than a century: Albert Einstein’s explanation of Brownian motion.

The Problem with Einstein’s Explanation

In 1827, botanist Robert Brown noticed that pollen grains suspended in water moved continuously, even when the water appeared undisturbed. The movement was random, with the particles changing direction as though they were being pushed by invisible forces. Einstein explained this phenomenon in a 1905 paper. He showed that the apparently random movement resulted from collisions with the atoms and molecules in the surrounding fluid. These microscopic particles constantly strike a larger suspended particle, producing small, unpredictable changes in its motion.

Two effects determine how the particle moves. The fluid exerts drag, slowing it down, while microscopic collisions keep pushing it in different directions. The relationship between these forces can reveal information about the fluid’s temperature and microscopic composition. Scientists later applied this framework to a range of fluids, including quark-gluon plasma. However, the original theory was developed for particles moving at relatively low speeds. Heavy quarks travelling through an extremely hot plasma can move close to the speed of light, where the familiar relationship between drag and random fluctuations becomes inadequate.

Physicists have been aware of this limitation for about 20 years. MIT graduate researcher Jean Du Plessis and Bruno Scheihing-Hitschfeld of UCSB have now worked out a framework that accounts for the unusual behaviour of particles under these conditions.

When a Particle Receives an Unusually Large Kick

The researchers calculated the forces a heavy quark would experience while travelling through a fluid at relativistic speeds. They began with a simplified model in which the particle moved through a gas of weakly interacting quarks and gluons. This made it possible to calculate how the strong nuclear force would affect its momentum.

The team then examined the probability of different changes in the quark’s momentum. In the conventional Brownian motion model, small changes are common, while extremely large ones are rare. The resulting probability distribution takes the shape of a bell curve, with the most extreme movements appearing at its two ends. The calculations for relativistic heavy quarks produced a different pattern.

For smaller changes in momentum, the distribution still resembled a bell curve. At the outer ends, however, it became uneven. Large changes occurred more frequently than the conventional model would predict. A particularly interesting finding was that a large kick slowing the quark down was more likely than an equally large kick pushing it in the opposite direction.

This imbalance is important because it suggests that the movement of heavy quarks carries information that conventional Brownian motion models miss. “How often those large changes occur depends on the microscopic nature of the plasma,” Du Plessis said. Such events could therefore offer researchers another way to investigate what happens inside quark-gluon plasma. The researchers repeated their calculations for plasmas made up of different particles. They found that the same tilted probability distribution appeared across these different conditions. They also identified the mathematical pattern in an earlier calculation involving a strongly interacting plasma, despite the differences in the underlying microscopic physics. The finding points to a potentially universal feature of how relativistic particles interact with fluids.

Reading the Properties of the Early Universe

Quark-gluon plasma is known to behave more like a liquid than an ordinary gas. Experiments have shown that it flows with remarkably little internal resistance, suggesting that its constituent quarks and gluons interact strongly.

The new framework could help physicists investigate these interactions by examining how heavy quarks lose momentum as they travel through the plasma. Researchers can compare the theoretical predictions with measurements from particle accelerator experiments and use the differences to refine their understanding of the fluid. Du Plessis believes the primordial quark-gluon plasma was more strongly interacting than a simple Brownian motion model might suggest. Its behaviour, he says, was closer to that of a liquid than a gas.

The calculations do not directly tell scientists what the universe’s first fluid looked like. They offer a more precise way to interpret the behaviour of particles produced in laboratory collisions, bringing researchers closer to understanding the properties of matter during the universe’s earliest moments. The research received support from the US Department of Energy’s Office of Nuclear Physics, the US National Science Foundation and the Simons Foundation.

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