A new research paper is adding fresh heat to the growing debate over AI “distillation”, a technique used to transfer capabilities from one AI model to another. The issue has attracted particular attention as Chinese open-weight models such as Moonshot AI’s Kimi K3 continue to gain ground. Researchers say they have found a way to uncover hidden reasoning traces generated by advanced AI models before they produce their final answers. They also suggest that similar techniques could potentially be used to obtain reasoning information from powerful proprietary models and use it to train other systems through distillation.
The study was carried out by researchers from the University of Tübingen, the Max Planck Institute, MATS Research and cybersecurity firm Snyk. In their experiments, the researchers observed notable similarities between reasoning generated by Kimi K3 and hidden reasoning traces associated with Anthropic’s Claude Opus 4.8 and OpenAI’s GPT-5.6 Sol when responding to certain prompts. However, the researchers made clear that these similarities do not prove that Moonshot AI or another Chinese developer actually distilled reasoning data from those US models.
The paper specifically states that the results cannot establish a causal link. Researchers also found that the US-based open-weight model Inkling from Thinking Machines and a DeepSeek model did not show the same type of reasoning similarities with Claude Opus. The controversy comes as artificial intelligence development has become an increasingly important area of competition between the United States and China. Distillation itself is not new and has long been used in machine learning to transfer capabilities from larger models to smaller and more efficient systems. But the technique has become politically and commercially sensitive as companies accuse rivals of using their models to accelerate development.
OpenAI previously alleged that DeepSeek had used outputs from its models while developing its R1 reasoning system. Anthropic also accused Chinese technology giant Alibaba of similar activity. At the same time, some Silicon Valley leaders have defended distillation as a legitimate part of the wider AI ecosystem. Meta CEO Mark Zuckerberg recently argued that restricting the practice could place US developers at a disadvantage.
The researchers' method for examining hidden reasoning relies on an unusual property of smaller models. While proprietary systems generally conceal their chain-of-thought reasoning, an encrypted version of this information is transmitted to a user's computer for computational purposes. The researchers found that feeding these traces into a smaller model from the same family could cause it to reveal more of the underlying reasoning because smaller models typically undergo less alignment training.
To investigate whether open-weight models might show evidence of similar training, the researchers tested 90 questions across several systems. They then supplied the models with the opening portions of reasoning traces obtained from a proprietary model. According to the study, some models produced answers that showed similarities to the original reasoning, with Kimi K3 displaying particularly noticeable overlaps.
The researchers cautioned that these results should not be treated as proof that any particular company copied confidential reasoning data. The research also raises a separate cybersecurity concern. The researchers warned that techniques capable of exposing hidden model reasoning could potentially be abused to retrieve sensitive information supplied to AI systems, including passwords and API keys. They said tests involving frontier models from OpenAI, Anthropic and Google demonstrated that sensitive information could be recovered through API access. The companies were reportedly notified about the vulnerability and subsequently introduced measures to reduce the risk.
Anthropic spokesperson Michael Aciman told Wired that the company welcomed independent research into its models and had begun implementing short-term protections against the replay behaviour described in the study. He also denied that the researchers had accessed Anthropic's internal infrastructure or obtained encryption keys and personal data from its systems. The research therefore raises important questions about both AI security and competition. While the similarities between certain models are notable, the study does not establish that Chinese companies deliberately extracted and distilled proprietary reasoning from US AI systems. Further research will be needed to determine whether the observed overlaps result from distillation, common training data, model behaviour or other factors. As the AI race between the US and China intensifies, the ability to protect proprietary reasoning while allowing legitimate research and innovation is likely to become an increasingly important challenge for the industry.
Disclaimer: This image is taken from The Indian Express.
A tearful video of a Punjab man allegedly stranded in Mexico has surfaced online, in which he makes an emotional appeal to people not to take the so-called “donkey route” to reach the United States. The man, who appears distressed in the video, reportedly says he made a mistake by choosing the illegal migration route and warns others against trusting people who promise an easy journey abroad.
The man is seen speaking from what appears to be a room while visibly emotional. He reportedly claims that he travelled to Mexico as part of an irregular migration journey and alleges that he was assaulted after attempting to escape from the people involved in facilitating his travel. He also appears to appeal directly to viewers, urging them not to make the same decision.
The video has drawn attention in Punjab, where the desire to travel abroad has led some young people and families to rely on agents promising quick and inexpensive routes to the US and other Western countries. However, the exact identity of the man, his location and the circumstances surrounding the video could not be independently verified.
The term “donkey route”, also known as the “dunki route”, is commonly used to describe irregular migration journeys in which travellers move through multiple countries before attempting to enter their intended destination without the necessary legal documentation. For people trying to reach the US, such journeys can involve long and dangerous crossings through parts of Latin America and Mexico. The route can expose migrants to serious risks, including trafficking, extortion, violence, detention and abandonment. Travellers may also be forced to pay large sums of money to agents or intermediaries, sometimes leaving their families heavily indebted.
Punjab has witnessed several cases in recent years involving people who attempted to reach the US through such routes. Some migrants have returned after being detained or deported, while families of others have reported losing substantial amounts of money during unsuccessful journeys. In one case reported in 2025, a Punjab man allegedly paid ₹41 lakh to an agent for a journey that took him through several countries before he reached Mexico and attempted to enter the US. He was later deported. Other cases have involved migrants becoming stranded in unfamiliar countries or facing dangerous conditions during their journey.
The risks have prompted repeated warnings about unverified immigration agents and promises of guaranteed entry into the US. Authorities and immigration experts generally advise prospective migrants to check visa requirements carefully, verify the credentials of agents and use official immigration channels rather than relying on illegal routes.
For families considering overseas migration, the emotional video from Mexico serves as another reminder that the promise of a quick route to America can conceal serious dangers. While the specific claims made by the man in the video still require independent confirmation, his reported message is clear: taking an illegal migration route can carry consequences far beyond the money spent on the journey. As the video continues to circulate on social media, it has once again raised questions about the networks that facilitate irregular migration and the risks faced by people who place their trust in them.
Disclaimer: This image is taken from NDTV.
Rescue teams continued their efforts on Friday to reach three workers who remain trapped inside an under-construction tunnel in Chamoli district after a sudden inflow of water and debris disrupted work at the site. The incident took place in the Pipalkoti area, where construction work was underway as part of the Vishnugad-Pipalkoti hydroelectric project. A sudden surge of water and debris entered the tunnel while workers were inside, leaving several people trapped underground and prompting an immediate rescue response.
Rescue agencies have managed to bring a number of workers out of the affected section, while seven workers have reportedly died in the incident. Several rescued workers were also taken for medical treatment. The search for the three workers still inside the tunnel remains the main priority for authorities. Personnel from the National Disaster Response Force, State Disaster Response Force, Indo-Tibetan Border Police and other emergency agencies have been deployed at the site. Heavy machinery is being used to remove mud, rocks and other debris blocking access to the affected section. Rescue teams are also working to control the water accumulating inside the tunnel.
The operation has proved difficult because of unstable ground conditions and the large amount of debris inside the structure. Rescuers are having to carefully clear the passage while ensuring that further movement of rocks or water does not put their own teams at risk. Uttarakhand Chief Minister Pushkar Singh Dhami visited the area and reviewed the ongoing rescue operation. Officials briefed him on the conditions inside the tunnel and the efforts being made to reach the trapped workers. The administration has directed rescue agencies to use all available resources to locate and evacuate them safely.
The accident has once again highlighted the challenges involved in carrying out major infrastructure projects in Uttarakhand's mountainous terrain. The region is vulnerable to landslides, sudden water movement and other geological hazards, making safety and emergency preparedness particularly important at underground construction sites. For now, rescue teams remain focused on reaching the three workers still trapped inside the tunnel. Operations are continuing as authorities work to clear the obstruction, manage the water and create a safe route for their evacuation.
Disclaimer: This image is taken from Hindustan Times.
Saudi Arabia's relationship with Pakistan has entered a more significant security phase following the signing of a new defence agreement involving Riyadh, Islamabad and Türkiye. The agreement has generated questions about whether Saudi Arabia would go as far as direct military intervention if Pakistan faced a major conflict. The three countries signed the Mecca Joint Defence Agreement on August 7, 2026. Under the agreement, an armed attack against any one of the three countries is to be regarded as an attack against all. The pact also provides for closer political and military coordination, joint exercises and cooperation in areas including defence technology and production.
The announcement is important because Saudi Arabia and Pakistan already have a long history of military cooperation. Pakistani military personnel have served in Saudi Arabia, while the two countries have maintained defence training and security links for decades. A separate Strategic Mutual Defence Agreement signed by Saudi Arabia and Pakistan in 2025 had already taken their security relationship to a higher level.
The latest agreement, however, adds another dimension by bringing Türkiye into the framework. Türkiye has developed a growing defence industry and has strengthened its military relationship with Pakistan in recent years. The three countries therefore bring different strategic capabilities to the partnership. For Pakistan, Saudi Arabia's support is particularly valuable because it extends beyond military cooperation. Riyadh is an important economic partner for Islamabad and has considerable influence through investment, energy cooperation and financial assistance. A stronger defence relationship could therefore reinforce the wider strategic relationship between the two countries.
But the agreement does not necessarily mean that Saudi Arabia would immediately send troops to fight alongside Pakistan in every conflict. The wording of the pact establishes a collective-defence principle, but the exact military response would depend on the circumstances. Saudi Arabia could respond through diplomatic pressure, intelligence sharing, military supplies, logistical assistance, economic support or air-defence cooperation without directly entering a war.
This distinction is particularly important because Saudi Arabia has its own security concerns. Riyadh remains focused on protecting its territory, energy infrastructure, maritime routes and wider regional interests. A decision to become directly involved in a conflict outside the kingdom would therefore carry significant strategic and economic consequences. The relationship also has to be viewed against Saudi Arabia's growing ties with India. Riyadh and New Delhi have expanded cooperation in energy, investment, trade and strategic affairs. Saudi Arabia consequently has an interest in maintaining its relationship with India even as it strengthens its partnership with Pakistan.
That could make Riyadh's role particularly complicated during any future India-Pakistan confrontation. Saudi Arabia could face pressure from Islamabad for stronger support while simultaneously seeking to prevent the conflict from escalating into a wider regional crisis. The inclusion of Türkiye could also increase the strategic weight of the partnership. Pakistan provides significant military experience and capabilities, Türkiye brings an increasingly advanced domestic defence industry, and Saudi Arabia contributes substantial financial resources and regional influence. Together, the three countries can potentially build a stronger defence network than any one of them could create alone.
However, describing the arrangement as a "Muslim NATO" would be premature. Although the collective-defence language resembles NATO's Article 5, the new partnership does not yet have NATO's extensive institutional structure, integrated command system or decades of operational experience. The real significance of the agreement may therefore be deterrence. By formally declaring that an attack on one member would be treated as an attack on all, Saudi Arabia, Pakistan and Türkiye are sending a message that a major attack against any member could have wider consequences. Whether that message is strong enough to prevent a future conflict will depend on how credible the three countries' commitments become over time.
For Saudi Arabia, the calculation will ultimately come down to circumstances. Riyadh is clearly willing to deepen defence cooperation with Pakistan and provide stronger political and strategic backing. But direct military intervention would represent a much higher level of commitment. If Pakistan were facing a limited confrontation, Saudi support could remain largely diplomatic, economic and logistical. If Pakistan faced a major threat to its national security, the pressure on Riyadh to provide more substantial assistance would be considerably greater. The latest agreement therefore represents a significant development, but it should not be interpreted as an unlimited Saudi guarantee for Pakistan.
Saudi Arabia appears willing to go considerably further for Pakistan than it has in the past, particularly in terms of defence cooperation and strategic coordination. Whether Riyadh would actually enter a war on Pakistan's side, however, would depend on the nature of the conflict, Saudi Arabia's own interests and the potential consequences for the wider region. The message from Riyadh is clear: Saudi Arabia wants a stronger strategic partnership with Pakistan. The unanswered question is how far that partnership would extend when tested by an actual war.
Disclaimer: This image is taken from NDTV.
The Trump administration is preparing to announce what Treasury Secretary Scott Bessent called unprecedented economic measures against Iran next week. Bessent said the measures would be part of a broader strategy alongside the US blockade of Iranian ports, aimed at increasing financial pressure on Tehran and forcing it to make concessions. Iran’s economy has already been weakened by the conflict, sanctions and reduced oil exports. Tehran has previously endured extensive US sanctions without abandoning its nuclear ambitions or its position on the Strait of Hormuz. The strategic waterway remains a major point of tension, carrying around one-fifth of global oil and gas shipments. Any further disruption could affect oil prices and global energy markets.
Disclaimer: This image is taken from Reuters.
On today’s (13 August) episode of Open For Business, Hairianto Diman and Justine Moss discuss the latest market trends and economic developments with Will McGough, Chief Investment Officer at Prime Capital Financial. The conversation explores current market conditions, investment sentiment, inflation, interest rates, and the broader outlook for investors as global financial markets respond to evolving economic signals and changing expectations.
Disclaimer: This podcast is taken from CNA.
Only weeks after basking in the success of the World Cup, FIFA president Gianni Infantino is now facing growing pressure over his position. Infantino has apologised for his controversial proposal to sell the World Cup, but the apology has failed to stop calls for him to step down. The plan has sparked widespread criticism, raising fresh questions about his leadership and whether this latest controversy could prove too damaging. Why did the proposal trigger such a strong backlash, and could it ultimately bring Infantino’s FIFA presidency to an end? Sport reporter Jack Snape joins host Reged Ahmad to examine the growing crisis surrounding the FIFA chief and what could happen next.
Disclaimer: This podcast is taken from The Guardian.
Meta’s Ray-Ban smart glasses have rapidly emerged as one of the world’s most popular new tech products, with reports suggesting that more than seven million pairs were sold in 2025. Supporters praise the glasses for making photography and accessibility more convenient, but the technology has also sparked privacy concerns. Critics have dubbed them “pervert glasses,” while some UK pubs and restaurants, including Wetherspoons, have reportedly banned customers from using the devices on their premises.
Disclaimer: This podcast is taken from The Guardian.
Every Wednesday and Friday throughout August, we’re revisiting some of the standout audio long reads from 2026, giving listeners another chance to experience stories they may have missed. Each feature is accompanied by a note from our editorial team explaining why it earned a place among this year’s highlights. This edition revisits a story first published in February, chronicling one writer’s decades-long search for answers to a mysterious illness before finally receiving a diagnosis. The piece also explores whether techniques aimed at retraining the brain could offer a path toward recovery.
Disclaimer: This podcast is taken from The Guardian.
