Japan-based Ispace confirmed its Resilience lander likely crashed during its second failed attempt at a lunar landing, after a sensor malfunction prevented proper deceleration. Despite the setback, the company remains committed to future missions, with funding secured for a third attempt using a new lander, Apex 1.0, scheduled for 2027. "Until then, Ispace has its work cut out for it," reports CNN. "[Ispace CEO and founder Takeshi Hakamada] said during the news briefing he will need to work to regain the trust of investors, and the company will need to deeply investigate what went wrong on the Resilience mission to ensure similar issues don't plague Apex 1.0." The company has ambitious "plans to eventually build a city on the lunar surface that would house a thousand people and welcome thousands more for tourist visits," notes ABC News. "If ispace is going to establish a colony on the moon, it will need to identify an ample supply of ice or water, which it will convert into fuel for a future lunar fueling station. The ability to produce fuel on the moon will enable the company to transport people back and forth between the Earth and the moon." Read more of this story at Slashdot.

Nailing cross-channel marketing for your app is crucial in today’s ecosystem. This isn’t just a speculation, it’s a hard fact: the average mobile marketer uses 5 or fewer media sources, but CPIs tend to be much higher for marketers using 6 or more media sources, according to a report by Singular and ironSource Aura.It’s time to start looking elsewhere for users. Something to consider is returning to old-school, tried-and-true strategies that have taken a backseat as the industry has advanced, such as web acquisition campaigns. There are two clicks in these campaigns - the first click directs users from an ad to a web landing page and the second click directs users from the web page to the app store. While the funnel to get to your app is longer, it’s actually an opportunity. Let’s dive into why and how you should be running web-to-app acquisition campaigns.3 benefits of web-to-app campaignsWeb acquisition campaigns became tried-and-true for a reason and many apps are beginning to take advantage of the strategy to reduce costs, get better visibility, and expand their reach.Reduce costsWhile the cost of app acquisition campaigns is increasing as the space becomes more saturated, web campaigns have been underutilized in recent years. This means many advertisers are finding that the cost of web campaigns are less than app store acquisitions. Much of these higher costs comes from high app store fees - Apple takes a 30% cut from large developers and a 15% cut from smaller developers. The web remains a relatively low-cost, accessible channel.Get better visibilityWith the ability to direct users to your owned mobile site before they click to download your app, you get better visibility into new users and where they came from - the app store is a black box where it’s nearly impossible to match the user who clicked an ad to the user who downloaded your app. On top of that, longer funnels give you more control and insight into each step users take to get to your app - allowing you to better optimize your campaigns. For example, you can try out different web landing pages to find the most effective way to increase users’ understanding of your app before they download it. This increases your likelihood of, first, motivating users to download your app, and second, encouraging them to stick around.Expand your reachInternet users worldwide spent 415.5 minutes a day online in 2021 according to Oberlo. App users spend at most 300 mins a day in apps according to TechCrunch. The internet is still more prevalent than apps because, let’s face it, the web predates the app store. Even more so, users have become especially savvy on the web, visiting the search bar to research a brand, fact check a friend, or dive deeper into a news headline. This means that by running web campaigns, you’re reaching a massive audience - nearly the entire world population.Andre Kempe, Founder and CEO of Admiral Media says, “marketers consider web acquisition important because they’re reaching a different type of audience that may convert to becoming an active app user, even though they were surfing on a news website… When you start advertising for the web, you reach an audience you haven’t reached before. This is definitely a growth opportunity." Listen to the full podcast.Web campaigns are a tried and true strategy, which is what makes them so effective in today’s ecosystem. Realizing that you should be considering this acquisition channel, let’s discuss how web onboarding can help you maximize success.Maximize success with web onboardingTypically, users complete onboarding directly on your app. Web onboarding, however, means letting users register, subscribe, and sometimes pay on the web, before heading to your app. This way, users are fully prepared to start using your app before even clicking download, ensuring they can engage at full capacity as soon as download is complete.When users onboard through the app, they may not immediately decide to engage but at least the app is still on their phones reminding them everyday of its value - they’re likely to open it again at some point in time. When a user onboards on the web and decides your app isn’t valuable, they’ll never end up actually downloading it - it’s gone and forgotten before it even started. That said, with web onboarding, the users who end up downloading your app will do so with high-intent to actively engage. Plus, you don’t have to pay for users that download without ever engaging. Whatever category your app is - fitness, food delivery, dating, reading, learning, etc. - you can use the web touchpoint to drive quality users to your app.Ensure the transition is seamlessFirst, ensure the web experience mimics the app experience enough that users don’t feel jipped when they actually start using your app. The transition from the web to the app should be seamless. If you’re offering users a taste of your app, the web touchpoint should look exactly like your app or, at least, include all of the same features. If the buttons to adjust settings are on the right side of the page during onboarding, they should be on the right side in the app as well. To ensure users stick around, you have to give them what they signed up for.Give users a sneak peakYou should also determine your main selling point and give users a sneak peak. For example, if you’re a reading app that allows users to adjust the settings of the page, you could give users premium access to the first chapter of a book allowing them to adjust font size or brightness. Readers will not want to leave the experience behind, encouraging them to set up their subscription and input their credit card information on the web before heading to the app to continue reading the book. The best part - when they open your app for the first time they’ll be able to jump right into the app experience.Learn more about how to improve your app’s onboarding experienceWeb-to-app campaigns should not be ignored in this competitive landscape - lower costs, more visibility, better optimization, and strong reach. Going even further to onboard users through the web, you’re improving the quality of the users entering your app for the first time.

Photo Credit: ispace A delay in rangefinder data prevented timely deceleration, causing a hard landing on the lunar surface Highlights Resilience lander lost signal one minute before scheduled moon touchdown Delayed laser rangefinder data caused failure in the landing speed adjust ispace lunar lander crashes on final descent, marking its second mission Advertisement A Japanese spacecraft attempting to achieve the country's first private moon landing instead crashed on the lunar surface, according to mission officials. The Resilience lander, developed by Tokyo-based ispace, lost communication one minute and 45 seconds before its scheduled soft touchdown on June 5 at 3:17 p.m. EDT. The descent was targeted for the Mare Frigoris region on the Moon's near side. ispace had its second problem on the moon when its laser rangefinder broke, which is a big improvement over its prior failure in April 2023.Japan's Resilience Lunar Lander Crashes in Hard Landing, ispace Vows to Learn and RebuildAs per an official statement from ispace, telemetry from Resilience revealed that the rangefinder's delayed data caused a failure in adjusting landing speed. This likely led to a “hard landing”, suggesting the spacecraft hit the moon's surface too fast to survive or complete its mission. The lander, carrying five payloads, such as a Tenacious rover and scientific instruments, crashed with no survivors. The firm's CEO, Takeshi Hakamada, apologised and remarked that the company would use the mission to learn about future missions.The Hakuto-R Mission 2 team launched a 7.5-foot-tall, 2,200-pound Resilience lander into space aboard a SpaceX Falcon 9 rocket in early May. But with a perfect orbit, the lander smashed into the lunar surface at 192 metres – an echo of Mission 1's mission failure in 2023, which crashed because a fault in one of its altitude sensors was not corrected.The Resilience crash adds to private attempts to explore the moon, including the unsuccessful Beresheet and Peregrine missions. Crewed landings such as Odysseus and Blue Ghost prove that dreams of commercial space are possible. The second Hakuto-R mission was a private attempt and a blow to Japan's space ambitions. Failure has not stopped ispace development for Mission 3 and Mission 4 with its larger Apex 1.0 lander.Hakamada mentioned that the priority for the team was now to find out what caused the crash. “Supporters are disappointed,” CFO Nozaki says, “but ispace has yet to cover the moon, and the road does not end, even if Mission 2 didn't go as planned.” For the latest tech news and reviews, follow Gadgets 360 on X, Facebook, WhatsApp, Threads and Google News. For the latest videos on gadgets and tech, subscribe to our YouTube channel. If you want to know everything about top influencers, follow our in-house Who'sThat360 on Instagram and YouTube. Further reading: ispace, Hakuto-R, moon landing, Resilience, lunar exploration Gadgets 360 Staff The resident bot. If you email me, a human will respond. More Related Stories

The murder of John Forde was the culmination to years of political, social, and criminal intrigue.   Get the Popular Science daily newsletter💡 Breakthroughs, discoveries, and DIY tips sent every weekday. Researchers have uncovered handwritten letters, court documents, and a coroner’s report related to the nearly 700-year-old cold case murder of a medieval priest. Published on June 5 in the journal Criminal Law Forum, the investigation draws on direct archival evidence from Cambridge University that is helping fill in the gaps to a high-profile true crime scandal that would make headlines even today. But despite a mountain of firsthand accounts, the murder’s masterminds never saw justice. The ‘planned and cold-blooded’ crime On Friday, May 3, 1337, Anglican priest John Forde began a walk along downtown London’s Cheapside street after vespers (evening prayers) shortly before sunset. At one point, a clergyman familiar to Forde by the name of Hasculph Neville approached him to begin a “pleasant conversation.” As the pair neared St. Paul’s Cathedral, four men ambushed the priest. One of the attackers then proceeded to slit Forde’s throat using a 12-inch dagger as two other assailants stabbed him in the stomach in front of onlookers. The vicious crime wasn’t a brazen robbery or politically motivated attack. It was likely a premeditated murder orchestrated by Ela Fitzpayne, a noblewoman, London crime syndicate leader—and potentially Forde’s lover. “We are looking at a murder commissioned by a leading figure of the English aristocracy. It is planned and cold-blooded, with a family member and close associates carrying it out, all of which suggests a revenge motive,” Cambridge University criminology professor Manuel Eisner explained in a statement. The location of the murder of John Forde on May 3, 1337. Credit: Medieval Murder Maps / University of Cambridge’s Institute of Criminology / Historic Towns Trust. A longstanding feud To understand how such a brutal killing could take place in daylight on a busy London street, it’s necessary to backtrack at least five years. In January 1332, the Archbishop of Canterbury sent a letter to the Bishop of Winchester that included a number of reputation-ruining claims surrounding Fitzpayne. In particular, Archbishop Simon Mepham described sexual relationships involving “knights and others, single and married, and even with clerics in holy orders.” The wide-ranging punishments for such sinful behavior could include a prohibition on wearing gold and other precious jewelry, as well as large tithes to monastic orders and the poor. But the most humiliating atonement often came in the form of a public walk of shame. The act of contrition involved walking barefoot across Salisbury Cathedral—England’s longest nave—in order to deliver a handcarried, four-pound wax candle to the church altar. What’s more, Archbishop Mepham commanded that Fitzpayne must repeat this penance every autumn for seven years. Fitzpayne was having none of it. According to Mepham’s message, the noblewoman chose to continue listening to a “spirit of pride” (and the devil), and refused to abide by the judgment. A second letter sent by the Archbishop that April also alleged that she had since absconded from her husband, Sir Robert Fitzpayne, and was hiding in London’s Rotherhithe district along the Thames River. Due to this, Archbishop Mepham reported that Ela Fitzpayne had been excommunicated from the church. Image of the Archbishop of Canterbury’s letters to the Bishop of Winchester on the subject of Ela Fitzpayne, from the register of John de Stratford. Credit: Hampshire Archives and Hampshire County Council. Raids and rats But who tipped the clergy off to her indiscretions? According to Eisner’s review of original documents as part of the Cambridge University Institute of Criminology’s Medieval Murder Maps project, it was almost certainly her ex-lover, the soon-to-be-murdered John Forde. He was the only alleged lover named in Archbishop Mepham’s letters, and served as a church rector in a village located on the Fitzpayne family’s estate at the time of the suspected affair.  “The archbishop imposed heavy, shameful public penance on Ela, which she seems not to have complied with, but may have sparked a thirst for vengeance,” Eisner said. “Not least as John Forde appears to have escaped punishment by the church.” But Forde’s relationship with the Fitzpaynes seems to have extended even more illicit activities. In another record reviewed by Eisner, both Ela Fitzpayne and John Forde had been indicted by a Royal Commission in 1322. The crime–assisting in the raid of a Benedictine priory alongside Sir Fitzpayne. They and others reportedly assaulted the priory a year earlier, making off with around 18 oxen, 30 pigs, and 200 sheep. The monastery coincidentally served as a French abbey’s outpost amid increasing tensions between France and England in the years leading up to the Hundred Years’ War. Archbishop Mepham was almost certainly displeased after hearing about the indictment of one of his own clergy. A strict administrator himself, Mepham “was keen to enforce moral discipline among the gentry and nobility,” added Eisner. He theorizes that Forde copped to the affair after getting leaned on by superiors, which subsequently led to the campaign to shame Ela Fitzpayne as a means to reassert the Church’s authority over English nobility. Forde, unfortunately, was caught between the two sides. “John Forde may have had split loyalties,” argued Eisner. “One to the Fitzpayne family, who were likely patrons of his church and granted him the position. And the other to the bishops who had authority over him as a clergy member.” Archbishop Mepham ultimately wouldn’t live to see the scandal’s full consequences. Fitzpayne never accepted her walk of shame, and the church elder died a year after sending the incriminating letters. Eisner believes the Fitzpaynes greenlit their hit job on Forde only after the dust had seemingly settled. It doesn’t help their case three bystanders said the man who slit the rector’s throat was none other than Ela Fitzpayne’s own brother, Hugh Lovell. They also named two family servants as Forde’s other assailants. Archbishop Mepham died four years before Forde’s murder. Credit: ampshire Archives and Hampshire County Council Turning a blind eye Anyone waiting for justice in this medieval saga will likely be disappointed. “Despite naming the killers and clear knowledge of the instigator, when it comes to pursuing the perpetrators, the jury turn[ed] a blind eye,” Eisner said. Eisner explained the circumstances surrounding an initial lack of convictions were simply “implausible.” No one supposedly could locate the accused to bring to trial, despite the men belonging to one of England’s highest nobility houses. Meanwhile, the court claimed Hugh Lovell had no belongings available to confiscate. “This was typical of the class-based justice of the day,” said Eisner. In the end, the only charge that ever stuck in the murder case was an indictment against one of the family’s former servants. Five years after the first trial in 1342, Hugh Colne was convicted of being one of the men to stab Forde in the stomach and sentenced to the notorious Newgate Prison. As dark and sordid as the multiyear medieval drama was, it apparently didn’t change much between Ela Fitzpayne and her husband, Sir Robert. She and the baron remained married until his death in 1354—when she subsequently inherited all his property. “Where rule of law is weak, we see killings committed by the highest ranks in society, who will take power into their own hands, whether it’s today or seven centuries ago,” said Eisner. That said, the criminology professor couldn’t help but concede that Ela Fitzpayne was an “extraordinary” individual, regardless of the era. “A woman in 14th century England who raided priories, openly defied the Archbishop of Canterbury, and planned the assassination of a priest,” he said. “Ela Fitzpayne appears to have been many things.”

Image of the Archbishop of Canterbury's letters to the Bishop of Winchester on the subject of Ela Fitzpayne, from the register of John de Stratford. Reproduced with permission of Hampshire Archives and Hampshire County Council. (Image Credit: Register of John de Stratford. Reproduced with permission of Hampshire Archives and Hampshire County Council.)NewsletterSign up for our email newsletter for the latest science newsEspionage, sex, public humiliation, murder — these may sound like tropes straight out of Game of Thrones, but they’re actually all elements of a nearly 700-year-old cold case in England. After analyzing Medieval letters and records, a research team from the Cambridge University Institute of Criminology’s Medieval Murder Maps project may have found the killer of a priest. However, this priest may not have been so innocent. A new paper published in Criminal Law Forum takes a deeper look at this 14th-century cold case.Tracing a Medieval MurderThe Medieval Murder Maps project uses interactive maps of three English cities, London, Oxford, and York, during the Medieval period. Throughout the cities are the locations of various deaths and murders. Each location has a story associated with it, directly from written records and coroners' reports at the time. Some of these stories are full of intriguing twists and turns.The Cambridge research team analyzed over 100 murders from texts, translated from Latin, from that period, and used a coding method to separate the deaths into different categories, including time (day, week, month), motivation, weapon used, victim, and location. From this information, one of the deaths the team found most interesting was the murder of John Forde in 1337.A Medieval Lover to Murderer From the letters and texts the team analyzed, they pieced together the events that led up to Forde’s death. Forde was a priest living in London when he was murdered on a busy street. But what possible reason would someone have to want to murder a priest? The motive, according to the research team, was likely revenge. According to Manuel Eisner, one of the study’s authors, the murder may have been an act of revenge by noblewoman Ela Fitzpayne. According to the records, the Archbishop of Canterbury, Simon Mepham, had enacted penance on Fitzpayne after it was discovered that Forde had been her lover. A letter written by Archbishop Mepham accused Fitzpayne of adultery with Forde and possibly others. Her penance was to take a barefoot walk of shame across Salisbury Cathedral. Eisner also found a document that suggested Fitzpayne, her husband, and John Forde sent a gang to rob a church priory and took the livestock for ransom. It’s possible that during this time, Forde found himself in bed with Fitzpayne, before betraying her to the Archbishop Mepham. Commissioned Murder Possibly betrayed by her former lover and sentenced to walks of shame that were to take place once a year for seven years,  Fitzpayne would have none of it. On an early evening on a busy London street, near St. Paul’s Cathedral, three men attacked Forde. One slit his throat while the others stabbed him in the gut. Witnesses claim that the murderers were Fitzpayne’s brother and two of her former servants. “We are looking at a murder commissioned by a leading figure of the English aristocracy. It is planned and cold-blooded, with a family member and close associates carrying it out, all of which suggests a revenge motive,” said Eisner in a press release.Cold Case RevealedAccording to letters from Archbishop Mepham, Fitzpayne was led by the devil and a “spirit of pride.”“The archbishop imposed heavy, shameful public penance on Ela, which she seems not to have complied with, but may have sparked a thirst for vengeance,” said Eisner in a press release. “Not least as John Forde appears to have escaped punishment by the church.” When Archbishop Mepham died in 1333, Fitzpayne waited four years before enacting her revenge, and in 1337, Forde was killed. Article SourcesOur writers at Discovermagazine.com use peer-reviewed studies and high-quality sources for our articles, and our editors review for scientific accuracy and editorial standards. Review the sources used below for this article:A graduate of UW-Whitewater, Monica Cull wrote for several organizations, including one that focused on bees and the natural world, before coming to Discover Magazine. Her current work also appears on her travel blog and Common State Magazine. Her love of science came from watching PBS shows as a kid with her mom and spending too much time binging Doctor Who.1 free article leftWant More? Get unlimited access for as low as $1.99/monthSubscribeAlready a subscriber?Register or Log In1 free articleSubscribeWant more?Keep reading for as low as $1.99!SubscribeAlready a subscriber?Register or Log In

One of the key use cases for generative AI involves answering questions over private datasets, with retrieval-augmented generation (RAG) as the go-to framework. As new RAG techniques emerge, there’s a growing need to benchmark their performance across diverse datasets and metrics.  To meet this need, we’re introducing BenchmarkQED, a new suite of tools that automates RAG benchmarking at scale, available on GitHub (opens in new tab). It includes components for query generation, evaluation, and dataset preparation, each designed to support rigorous, reproducible testing.   BenchmarkQED complements the RAG methods in our open-source GraphRAG library, enabling users to run a GraphRAG-style evaluation across models, metrics, and datasets. GraphRAG uses a large language model (LLM) to generate and summarize entity-based knowledge graphs, producing more comprehensive and diverse answers than standard RAG for large-scale tasks.  In this post, we walk through the core components of BenchmarkQED that contribute to the overall benchmarking process. We also share some of the latest benchmark results comparing our LazyGraphRAG system to competing methods, including a vector-based RAG with a 1M-token context window, where the leading LazyGraphRAG configuration showed significant win rates across all combinations of quality metrics and query classes. In the paper, we distinguish between local queries, where answers are found in a small number of text regions, and sometimes even a single region, and global queries, which require reasoning over large portions of or even the entire dataset.  Conventional vector-based RAG excels at local queries because the regions containing the answer to the query resemble the query itself and can be retrieved as the nearest neighbor in the vector space of text embeddings. However, it struggles with global questions, such as, “What are the main themes of the dataset?” which require understanding dataset qualities not explicitly stated in the text.   AutoQ: Automated query synthesis This limitation motivated the development of GraphRAG a system designed to answer global queries. GraphRAG’s evaluation requirements subsequently led to the creation of AutoQ, a method for synthesizing these global queries for any dataset. AutoQ extends this approach by generating synthetic queries across the spectrum of queries, from local to global. It defines four distinct classes based on the source and scope of the query (Figure 1, top) forming a logical progression along the spectrum (Figure 1, bottom). Figure 1. Construction of a 2×2 design space for synthetic query generation with AutoQ, showing how the four resulting query classes map onto the local-global query spectrum.  AutoQ can be configured to generate any number and distribution of synthetic queries along these classes, enabling consistent benchmarking across datasets without requiring user customization. Figure 2 shows the synthesis process and sample queries from each class, using an AP News dataset. Figure 2. Synthesis process and example query for each of the four AutoQ query classes.  About Microsoft Research Advancing science and technology to benefit humanity View our story Opens in a new tab AutoE: Automated evaluation framework  Our evaluation of GraphRAG focused on analyzing key qualities of answers to global questions. The following qualities were used for the current evaluation: Comprehensiveness: Does the answer address all relevant aspects of the question?  Diversity: Does it present varied perspectives or insights?  Empowerment: Does it help the reader understand and make informed judgments?  Relevance: Does it address what the question is specifically asking?   The AutoE component scales evaluation of these qualities using the LLM-as-a-Judge method. It presents pairs of answers to an LLM, along with the query and target metric, in counterbalanced order. The model determines whether the first answer wins, loses, or ties with the second. Over a set of queries, whether from AutoQ or elsewhere, this produces win rates between competing methods. When ground truth is available, AutoE can also score answers on correctness, completeness, and related metrics. An illustrative evaluation is shown in Figure 3. Using a dataset of 1,397 AP News articles on health and healthcare, AutoQ generated 50 queries per class (200 total). AutoE then compared LazyGraphRAG to a competing RAG method, running six trials per query across four metrics, using GPT-4.1 as a judge. These trial-level results were aggregated using metric-based win rates, where each trial is scored 1 for a win, 0.5 for a tie, and 0 for a loss, and then averaged to calculate the overall win rate for each RAG method. Figure 3. Win rates of four LazyGraphRAG (LGR) configurations across methods, broken down by the AutoQ query class and averaged across AutoE’s four metrics: comprehensiveness, diversity, empowerment, and relevance. LazyGraphRAG outperforms comparison conditions where the bar is above 50%. The four LazyGraphRAG conditions (LGR_b200_c200, LGR_b50_c200, LGR_b50_c600, LGR_b200_c200_mini) differ by query budget (b50, b200) and chunk size (c200, c600). All used GPT-4o mini for relevance tests and GPT-4o for query expansion (to five subqueries) and answer generation, except for LGR_b200_c200_mini, which used GPT-4o mini throughout. Comparison systems were GraphRAG (Local, Global, and Drift Search), Vector RAG with 8k- and 120k-token windows, and three published methods: LightRAG (opens in new tab), RAPTOR (opens in new tab), and TREX (opens in new tab). All methods were limited to the same 8k tokens for answer generation. GraphRAG Global Search used level 2 of the community hierarchy. LazyGraphRAG outperformed every comparison condition using the same generative model (GPT-4o), winning all 96 comparisons, with all but one reaching statistical significance. The best overall performance came from the larger budget, smaller chunk size configuration (LGR_b200_c200). For DataLocal queries, the smaller budget (LGR_b50_c200) performed slightly better, likely because fewer chunks were relevant. For ActivityLocal queries, the larger chunk size (LGR_b50_c600) had a slight edge, likely because longer chunks provide a more coherent context. Competing methods performed relatively better on the query classes for which they were designed: GraphRAG Global for global queries, Vector RAG for local queries, and GraphRAG Drift Search, which combines both strategies, posed the strongest challenge overall. Increasing Vector RAG’s context window from 8k to 120k tokens did not improve its performance compared to LazyGraphRAG. This raised the question of how LazyGraphRAG would perform against Vector RAG with 1-million token context window containing most of the dataset. Figure 4 shows the follow-up experiment comparing LazyGraphRAG to Vector RAG using GPT-4.1 that enabled this comparison. Even against the 1M-token window, LazyGraphRAG achieved higher win rates across all comparisons, failing to reach significance only for the relevance of answers to DataLocal queries. These queries tend to benefit most from Vector RAG’s ranking of directly relevant chunks, making it hard for LazyGraphRAG to generate answers that have greater relevance to the query, even though these answers may be dramatically more comprehensive, diverse, and empowering overall. Figure 4. Win rates of LazyGraphRAG (LGR) over Vector RAG across different context window sizes, broken down by the four AutoQ query classes and four AutoE metrics: comprehensiveness, diversity, empowerment, and relevance. Bars above 50% indicate that LazyGraphRAG outperformed the comparison condition.  AutoD: Automated data sampling and summarization Text datasets have an underlying topical structure, but the depth, breadth, and connectivity of that structure can vary widely. This variability makes it difficult to evaluate RAG systems consistently, as results may reflect the idiosyncrasies of the dataset rather than the system’s general capabilities. The AutoD component addresses this by sampling datasets to meet a target specification, defined by the number of topic clusters (breadth) and the number of samples per cluster (depth). This creates consistency across datasets, enabling more meaningful comparisons, as structurally aligned datasets lead to comparable AutoQ queries, which in turn support consistent AutoE evaluations. AutoD also includes tools for summarizing input or output datasets in a way that reflects their topical coverage. These summaries play an important role in the AutoQ query synthesis process, but they can also be used more broadly, such as in prompts where context space is limited. Since the release of the GraphRAG paper, we’ve received many requests to share the dataset of the Behind the Tech (opens in new tab) podcast transcripts we used in our evaluation. An updated version of this dataset is now available in the BenchmarkQED repository (opens in new tab), alongside the AP News dataset containing 1,397 health-related articles, licensed for open release.   We hope these datasets, together with the BenchmarkQED tools (opens in new tab), help accelerate benchmark-driven development of RAG systems and AI question-answering. We invite the community to try them on GitHub (opens in new tab).  Opens in a new tab

Mario Kart World – is it a backwards step? (Nintendo) The Friday letters page is surprised the Sony State of Play didn’t go down better with more people, as readers share images of the Switch 2 midnight launches. To join in with the discussions yourself email gamecentral@metro.co.uk Initial experience I’ve spent a few hours playing Mario Kart World in single and multiplayer, and my first impression is that it’s a bit… boring.The free roam aspect of the game seemed like it had heaps of potential but, for the most part, it feels aimless. Sure, there are things to collect and discover, but in-between there’s just driving. Lots and lots of driving. It’s not exactly a world brimming with things to do in the same way as the sandbox areas in Super Mario Odyssey, for example. As for the races, in principle it makes sense that the tracks need to be wider to accommodate 24 racers. However, the races themselves don’t generally feel any busier because you’re still, generally, just competing against those closest to your level of ability. Consequently, I felt the game lacks the chaotic energy of jostling your rivals to get ahead because there’s so much space on the otherwise well-designed courses. I know it’s unfair to compare Mario Kart World to Mario Kart 8 at this point, given the latter spanned two consoles, with a plethora of content reflecting that. But it’s hard not to feel that while the free roam section is a solid demonstration of technical advancement (even if the inability to integrate it with Grand Prix mode seems like a missed opportunity), the core gameplay is consistent, at best. In some respects, I’d say it’s more of a step backwards, if anything. That being said, I don’t think this is the same version of Mario Kart World we’ll be playing five years from now. Free roam mode feels like a playground in which Nintendo can experiment, and I fully expect them to do so. There’ll undoubtedly be a slew of DLC and perhaps better integration of the various modes into one seamless experience. Expert, exclusive gaming analysis Sign up to the GameCentral newsletter for a unique take on the week in gaming, alongside the latest reviews and more. Delivered to your inbox every Saturday morning. In the unlikely event that this is the final iteration of Mario Kart World, it’s currently a six or (generous) seven out of 10 and probably the least enthralled I’ve ever been with a new Mario Kart title. But I’ll give Nintendo the benefit of the doubt for now because this doesn’t feel like a game that’s even close to being finished.Needlemouse Just add SonyFirstly, I’m surprised by the relatively lukewarm response to the State of Play from some people; I thought it was one of the best in recent memory and there were only a few games that I personally had little interest in. The main reason for writing in is the recent addition of Destiny 2: The Final Shape to PS Plus subscription. In short, I played a lot of Destiny 2 back in the day but have subsequently not played any of the most recent DLCs/additions. Can The Final Shape be played as a standalone? (both logistically and in terms of the story)?John GC: We think people were upset that Sony themselves had nothing to show from their first parties, even though we agree it was overall a good show. As far as we understand, you don’t need any other expansions to play The Final Shape. Only one Just a quick heads up for anyone buying digital content on either a Switch or Switch 2 console, if you are Switch online subscriber you can purchase a voucher for £84 that lets you purchase any two titles from a list of games.This reduces each game to a reasonable £42 and the vouchers are valid for a year. I didn’t get an alert about this until after I’d purchased Super Smash Bros. Ultimate, which I paid £59.99 for. I did at least then go on to buy a voucher for £84 and redeemed each token for Super Mario Bros. Wonder and Super Mario 3D Land + Bowser’s Fury.Charlie H. GC: It’s important to note these can’t be used for Switch 2 exclusive games. Email your comments to: gamecentral@metro.co.uk Midnight gathering I’ve seen a lot of pictures from the Switch 2 launch, so I thought I’d send you a picture of the queue at Smyth’s in Dublin city centre, a couple of minutes after midnight.I think there were a couple of hundred people there when I arrived. if I’d known then that I wouldn’t get out of the store until 2:30am, I might have gone home and tried again in the morning. But in the end, I’m glad I waited. I’ve just been tinkering with it so far, hooked it up to the TV, and played a little bit of Mario Kart World and Cyberpunk 2077, so I can’t really give any conclusions. But when my (dedicated non-gamer) wife saw it, her reaction was, ‘Oh, it looks much better! Can I play it?’ So I think Nintendo are on to another winner.Mickah Night-time rendezvous (Mickah) American retail I was on my way down to Smyths Leeds to collect my Switch 2 Mario Kart bundle, that I had pre-ordered a month ago.I called in at Costco on the way and was surprised to find they had the Mario Kart bundle for £419.99, so I decided to get one from there. It was late afternoon Thursday and they looked to have plenty left. It is limited to one per customer. I will let my pre-order lapse so it will cancel in two days.Martin GC: We had no idea Costco existed in the UK. Maybe we’re not the only ones and that’s why they have so many left. C’mon DoreenSomebody (not me, don’t know how) should start a petition to get Squirrel Girl in that Marvel game for you guys. How good did it all look? How good was that showcase? What have Sony been up too? That’s what. Mortal Kombat: Legacy Kollection is already on my wishlist. That surfing sword game wasn’t bad either. With Nintendo too, great times ahead.Indiegaz (PSN ID) GC: At least she’s in Marvel Rivals. Autumnal purchase So I won’t be buying the Nintendo Switch 2 at launch. I’ll be instead visiting Tenerife in August. But I do hope the system reviews well and those who have purchased it are zooming around on Mario Kart World. I’ll be hopefully purchasing the device before autumn of this year. But you never know what could happen.So my sister paid for my ticket and it of course must be paid back. A debt is a debt. Which is quite fitting, since I just finished my playthrough of Red Dead Redemption and just as John Marston paid his debt to a life of crime and Edgar Ross paid his debt to a vengeful son. I’ll be hopefully paid up in less than three months, then I’ll be purchasing the Switch 2 and with more information on the games, reviews, and what’s to come for the future. For now however, I look towards a week spent in the beaches of Spain and my focus on the remainder of my maths course. Also, a playthrough of Resident Evil 3 remake. Only six hours long. Can’t complain.Shahzaib Sadiq Free for all Borderlands 2 and Hellslave are currently free on Steam on PC. Hellslave is available for free until Sunday, 15th June. Also, Deathloop is currently free on Epic Games Store.I hope everyone who gets a Switch 2 enjoys it. I will have to probably get one next year now, as I need to buy a new gaming computer because my current gaming PC will not upgrade to Windows 11, unfortunately.Andrew J. Old reliable Just writing this after a couple of hours with the Switch 2. I always end up with whatever Nintendo’s latest console is at some point in its lifetime (going back to the Game Boy Advance) but for the first time I decided to jump onboard day one.The price rises for the PlayStation 5 and Xbox Series X have shown that the assumption consoles will get cheaper in the medium term isn’t a guarantee, and the feature list for the Switch 2 ticked pretty much every box I wanted from an upgrade to the original. Bump in specs, sturdier Joy-Con, and a new interface with the mouse controls. What I’ve not seen many people comment on yet is the set-up experience. It isn’t always a given with Nintendo that this is going to be smooth, but I found that the transfer from my original to Switch 2 was seamless. I had one error message in setting up GameChat, but restarting the process fixed that, and now I can settle into at least another few years of Nintendo gaming joy. As I approach the business end of 40 years old, it’s a comfort to know that the likes of Mario, Yoshi, and the other inhabitants of the Mushroom Kingdom are still karting away 30-odd years after the SNES original.Electric Crocosaurus GC: That’s a cool name. Inbox also-rans Yes! My Switch 2 has turned up and have the rest of the week off, and it’s Summer Game Fest on Friday night. Now that is what I call eating well for games fans!LemptonAs promised, here is the pic from the queue at Smyths toy store at midnight. Sorry I couldn’t get one from inside but they were only letting two at a time in. Not a bad turn out. I had about 20 people behind me too.woz_007 (NN ID) The way launches used to be (woz_007) Email your comments to: gamecentral@metro.co.uk More Trending The small printNew Inbox updates appear every weekday morning, with special Hot Topic Inboxes at the weekend. Readers’ letters are used on merit and may be edited for length and content. You can also submit your own 500 to 600-word Reader’s Feature at any time via email or our Submit Stuff page, which if used will be shown in the next available weekend slot. You can also leave your comments below and don’t forget to follow us on Twitter. GameCentral Sign up for exclusive analysis, latest releases, and bonus community content. This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply. Your information will be used in line with our Privacy Policy

Geoff Keighley has promised a record-breaking number of publishers at Summer Game Fest this year, so we’ve rounded up what we think we’ll be playing in the coming monthsTech23:00, 05 Jun 2025We're so ready to step into Samus' boots againE3 might be long gone, but Summer Game Fest has replaced it. While Nintendo Switch 2 has just launched, and Sony has held its own State of Play event, tonight’s show is about as unpredictable as you can get. So, naturally, we’re trying to predict what we’ll be seeing.With everyone from PlayStation to SEGA, Xbox and even Nintendo making an appearance, we’re expecting big things from the showcase, which will be packed with titles for 2025 and beyond.‌While some are known quantities, like Borderlands 4, Little Nightmares 3, and the upcoming Bond game from Hitman developer IO Interactive, we’re still expecting plenty of surprises. Here’s everything we’re predicting for Summer Game Fest 2025.‌There are plenty of big namesWith Geoff Keighley’s events in both the Summer and December being key fixtures on the gaming events calendar, he’s able to pull off plenty of surprises. The Game Awards 2023 revealed Monster Hunter Wilds, while the following year showcased the first gameplay of Slay The Spire 2 and Split Fiction, as well as Elden Ring Nightreign and Intergalactic: The Heretic Prophet.As for Summer Game Fest itself, the show last year featured Dragon Ball: Sparking Zero, Kingdom Come: Deliverance II and Warhammer 40,000: Space Marine 2 - all games which were released since then.Article continues belowWe’ve heard rumblings that Capcom’s Pragmata, revealed alongside the PS5 in June 2020, could be shown at the event following an indefinite delay in 2023. It’s just as well, since we have no idea what the game really is yet.We’re also very curious about what Nintendo could show. The Switch 2 is out, but only as of yesterday, so we’d expect a sizzle reel to show what the console is capable of, as well as another look at Donkey Kong Bananza.‌PlayStation is probably easier to predict since the company is launching Hideo Kojima’s Death Stranding 2: On The Beach in just a few short weeks, and Geoff Keighley will likely find some way of getting the man himself on stage.SEGA has plenty to show, too. Sonic Racing CrossWorlds is still due this year, while the company has an ambitious plan to resurrect classic titles starting with Shinobi: Art of Vengeance and leading into Streets of Rage and Crazy Taxi.We tipped a Final Fantasy 7 Remake Part 3 announcement for Sony’s State of Play, but we’re still waiting for more news on Kingdom Hearts 4.‌Pearl Abyss is still aiming to launch Crimson Desert this year (supposedly), but we’re without a release date as yet, while the company is also working on its colourful DokeV which has been MIA for years at this point.While Microsoft is expected to appear, the company has its own showcase just two days later with a big focus on The Outer Worlds 2. As a result, we might just get a sneak peek at this year’s Call of Duty with more to come on Sunday.With Bungie’s Marathon hit by plagiarism accusations, Embark Studios has a great chance to get players onto Arc Raiders as an alternative. Speaking of Bungie, expect a gameplay trailer for Destiny 2: Edge of Fate.‌Elden Ring is coming to Switch 2(Image: FromSoftware, Inc.)Call us crazy, but we want a bunch of Switch 2 news. We want to see From Software’s Duskbloods, get a release date for Elden Ring: Tarnished Edition, and maybe even a Metroid Prime 4 release date from Nintendo itself.Given the history of Monster Hunter on portable consoles, we’ve got everything crossed for the series to come to Switch 2, but coming off of the excellent Wilds, it’s perhaps unlikely.‌Naturally, we’ve always got our fingers crossed that we’ll see Silksong, but rumours have suggested that Team Cherry’s long-awaited Hollow Knight follow-up would be announced at Microsoft’s event if at all.As we said in our State of Play predictions, we’re also expecting to hear more about Resident Evil 9 by the end of this week, in some way, shape, or form.With The Division 2 getting what’s likely its final DLC recently, here’s hoping for The Division 3, which has been rumoured for a while. Or, maybe Ubisoft will finally share something about the Splinter Cell title it has in development.Article continues belowDid we get any correct? Find out with us, with the show kicking off at 10PM BST on Friday night.For the latest breaking news and stories from across the globe from the Daily Star, sign up for our newsletters.‌‌‌

AGI will be embedded into humanoid robots, which makes white-collar and blue-collar jobs a target ... More for walking/talking automation.getty In today’s column, I examine the highly worrisome qualms expressed that the advent of artificial general intelligence (AGI) is likely to usurp white-collar jobs. The stated concern is that since AGI will be on par with human intellect, any job that relies principally on intellectual pursuits such as typical white-collar work will be taken over via the use of AGI. Employers will realize that rather than dealing with human white-collar workers, they can more readily get the job done via AGI. This, in turn, has led to a rising call that people should aim toward blue-collar jobs, doing so because (presumably) those forms of employment will not be undercut via AGI. Sorry to say, that misses the bigger picture, namely that AGI when combined with humanoid robots is coming not only for white-collar jobs but also blue-collar jobs too. It is a proverbial double-whammy when it comes to the attainment of AGI. Let’s talk about it. This analysis of an innovative AI breakthrough is part of my ongoing Forbes column coverage on the latest in AI, including identifying and explaining various impactful AI complexities (see the link here). Heading Toward AGI And ASI First, some fundamentals are required to set the stage for this weighty discussion. There is a great deal of research going on to further advance AI. The general goal is to either reach artificial general intelligence (AGI) or maybe even the outstretched possibility of achieving artificial superintelligence (ASI). AGI is AI that is considered on par with human intellect and can seemingly match our intelligence. ASI is AI that has gone beyond human intellect and would be superior in many if not all feasible ways. The idea is that ASI would be able to run circles around humans by outthinking us at every turn. For more details on the nature of conventional AI versus AGI and ASI, see my analysis at the link here. We have not yet attained AGI. In fact, it is unknown as to whether we will reach AGI, or that maybe AGI will be achievable in decades or perhaps centuries from now. The AGI attainment dates that are floating around are wildly varying and wildly unsubstantiated by any credible evidence or ironclad logic. ASI is even more beyond the pale when it comes to where we are currently with conventional AI. AGI Problem Only Half Seen Before launching into the primary matter at hand in this discussion, let’s contemplate a famous quote attributed to Charles Kettering, a legendary inventor, who said, “A problem well-stated is a problem half-solved.” I bring this up because those loud clamors right now about the assumption that AGI will replace white-collar workers are only seeing half of the problem. The problem as they see it is that since AGI is intellectually on par with humans, and since white-collar workers mainly use intellect in their work endeavors, AGI is going to be used in place of humans for white-collar work. I will in a moment explain why that’s only half of the problem and there is a demonstrative need to more carefully and fully articulate the nature of the problem. Will AGI Axiomatically Take White-Collar Jobs On a related facet, the belief that AGI will axiomatically replace white-collar labor makes a number of other related key assumptions. I shall briefly explore those and then come back to why the problem itself is only half-baked. The cost of using AGI for doing white-collar work will need to be presumably a better ROI choice over human workers. If not, then an employer would be wiser to stick with humans rather than employing AGI. There seems to often be an unstated belief that AGI is necessarily going to be a less costly route than employing humans. We don’t know yet what the cost of using AGI will be. It could be highly expensive. Indeed, some are worried that the world will divide into the AGI haves and AGI have-nots, partially due to the exorbitant cost that AGI might involve. If AGI is free to use, well, that would seem to be the nail in the coffin related to using human workers for the same capacity. Another angle is that AGI is relatively inexpensive in comparison to human labor. In that case, the use of AGI is likely to win over human labor usage. But if the cost of AGI is nearer to the cost of human labor (all in), or more so, then employers would rationally need to weigh the use of one versus the other. Note that when referring to the cost of human labor, there is more to that calculation than simply the dollar-hour labor rate per se. There are lots of other less apparent costs, such as the cost to manage human labor, the cost of dealing with HR-related issues, and many other factors that come into the weighty matter. Thus, an AGI versus human labor ROI will be more complex than it might seem at an initial glance. In addition, keep in mind that AGI would seemingly be readily switched on and off, and have other capacities that human labor would not equally tend to allow. The Other Half Is Coming Too Assume that by and large the advent of AGI will decimate the need for white-collar human labor. The refrain right now is that people should begin tilting toward blue-collar jobs as an alternative to white-collar jobs. This is a logical form of thinking in the sense that AGI as an intellectual mechanism would be unable to compete in jobs that involve hands-on work. A plumber needs to come to your house and do hands-on work to fix your plumbing. This is a physicality that entails arriving at your physical home, physically bringing and using tools, and physically repairing your faulty home plumbing. A truck driver likewise needs to sit in the cab of a truck and drive the vehicle. These are physically based tasks. There is no getting around the fact that these are hands-on activities. Aha, yes, those are physical tasks, but that doesn’t necessarily mean that only human hands can perform them. The gradual emergence of humanoid robots will provide an alternative to human hands. A humanoid robot is a type of robot that is built to resemble a human in form and function. You’ve undoubtedly seen those types of robots in the many online video recordings showing them walking, jumping, grasping at objects, and so on. A tremendous amount of active research and development is taking place to devise humanoid robots. They look comical right now. You watch those videos and laugh when the robot trips over a mere stick lying on the ground, something that a human would seldom trip over. You scoff when a robot tries to grasp a coffee cup and inadvertently spills most of the coffee. It all seems humorous and a silly pursuit. Keep in mind that we are all observing the development process while it is still taking place. At some point, those guffaws of the humanoid robots will lessen. Humanoid robots will be as smooth and graceful as humans. This will continue to be honed. Eventually, humanoid robots will be less prone to physical errors that humans make. In a sense, the physicality of a humanoid robot will be on par with humans, if not better, due to its mechanical properties. Do not discount the coming era of quite physically capable humanoid robots. AGI And Humanoid Robots Pair Up You might remember that in The Wonderful Wizard of Oz, the fictional character known as The Strawman lacked a brain. Without seeming to anthropomorphize humanoid robots, the current situation is that those robots typically use a form of AI that is below the sophistication level of modern generative AI. That’s fine for now due to the need to first ensure that the physical movements of the robots get refined. I have discussed that a said-to-be realm of Physical AI is going to be a huge breakthrough with incredible ramifications, see my analysis at the link here. The idea underlying Physical AI is that the AI of today is being uplifted by doing data training on the physical world. This also tends to include the use of World Models, consisting of broad constructions about how the physical world works, such as that we are bound to operate under conditions of gravity, and other physical laws of nature, see the link here. The bottom line here is that there will be a close pairing of robust AI with humanoid robots. Imagine what a humanoid robot can accomplish if it is paired with AGI. I’ll break the suspense and point out that AGI paired with humanoid robots means that those robots readily enter the blue-collar worker realm. Suppose your plumbing needs fixing. No worries, a humanoid robot that encompasses AGI will be sent to your home. The AGI is astute enough to carry on conversations with you, and the AGI also fully operates the robot to undertake the plumbing tasks. How did the AGI-paired humanoid robot get to your home? Easy-peasy, it drove a car or truck to get there. I’ve previously predicted that all the work on devising autonomous vehicles and self-driving cars will get shaken up once we have suitable humanoid robots devised. There won’t be a need for a vehicle to contain self-driving capabilities. A humanoid robot will simply sit in the driver’s seat and drive the vehicle. This is a much more open-ended solution than having to craft components that go into and onto a vehicle to enable self-driving. See my coverage at the link here. Timing Is Notable One of the reasons that many do not give much thought to the pairing of AGI with humanoid robots is that today’s humanoid robots seem extraordinarily rudimentary and incapable of performing physical dexterity tasks on par with human capabilities. Meanwhile, there is brazen talk that AGI is just around the corner. AGI is said to be within our grasp. Let’s give the timing considerations a bit of scrutiny. There are three primary timing angles: Option 1: AGI first, then humanoid robots. AGI is attained before humanoid robots are sufficiently devised. Option 2: Humanoid robots first, then AGI. Humanoid robots are physically fluently adept before AGI is attained. Option 3: AGI and humanoid robots arrive about at the same time. AGI is attained and at the same time, it turns out that humanoid robots are fluently adept too, mainly by coincidence and not due to any cross-mixing. A skeptic would insist that there is a fourth possibility, consisting of the possibility that we never achieve AGI and/or we fail to achieve sufficiently physically capable humanoid robots. I am going to reject that possibility. Perhaps I am overly optimistic, but it seems to me that we will eventually attain AGI, and we will eventually attain physically capable humanoid robots. I shall next respectively consider each of the three genuinely reasonable possibilities. Option 1: AGI First, Then Humanoid Robots What if we manage to attain AGI before we manage to achieve physically fluent humanoid robots? That’s just fine. We would indubitably put AGI to work as a partner with humans in figuring out how we can push along the budding humanoid robot development process. It seems nearly obvious that with AGI’s capable assistance, we would overcome any bottlenecks and soon enough arrive at top-notch physically adept humanoid robots. At that juncture, we would then toss AGI into the humanoid robots and have ourselves quite an amazing combination. Option 2: Humanoid Robots First, Then AGI Suppose that we devise very physically adept humanoid robots but have not yet arrived at AGI. Are we in a pickle? Nope. We could use conventional advanced AI inside those humanoid robots. The combination would certainly be good enough for a wide variety of tasks. The odds are that we would need to be cautious about where such robots are utilized. Nonetheless, we would have essentially walking, talking, and productive humanoid robots. If AGI never happens, oh well, we end up with pretty good humanoid robots. On the other hand, once we arrive at AGI, those humanoid robots will be stellar. It’s just a matter of time. Option 3: AGI And Humanoid Robots At The Same Time Let’s consider the potential of AGI and humanoid robots perchance being attained around the same time. Assume that this timing isn’t due to an outright cross-mixing with each other. They just so happen to advance on a similar timeline. I tend to believe that’s the most likely of the three scenarios. Here’s why. First, despite all the hubris about AGI being within earshot, perhaps in the next year or two, which is a popular pronouncement by many AI luminaries, I tend to side with recent surveys of AI developers that put the date around the year 2040 (see my coverage at the link here). Some AI luminaires sneakily play with the definition of AGI in hopes of making their predictions come true sooner, akin to moving the goalposts to easily score points. For my coverage on Sam Altman’s efforts of moving the cheese regarding AGI attainment, see the link here. Second, if you are willing to entertain the year 2040 as a potential date for achieving AGI, that’s about 15 years from now. In my estimation, the advancements being made in humanoid robots will readily progress such that by 2040 they will be very physically adept. Probably be sooner, but let’s go with the year 2040 for ease of contemplation. In my view, we will likely have humanoid robots doing well enough that they will be put into use prior to arriving at AGI. The pinnacle of robust humanoid robots and the attainment of AGI will roughly coincide with each other. Two peas in a pod.Impact Of Enormous Consequences In an upcoming column posting, I will examine the enormous consequences of having AGI paired with fully physically capable humanoid robots. As noted above, this will have a humongous impact on white-collar work and blue-collar work. There will be gargantuan economic impacts, societal impacts, cultural impacts, and so on. Some final thoughts for now. A single whammy is already being hotly debated. The debates currently tend to be preoccupied with the loss of white-collar jobs due to the attainment of AGI. A saving grace seems to be that at least blue-collar jobs are going to be around and thriving, even once AGI is attained. The world doesn’t seem overly gloomy if you can cling to the upbeat posture that blue-collar tasks remain intact. The double whammy is a lot more to take in. But the double whammy is the truth. The truth needs to be faced. If you are having doubts as a human about the future, just remember the famous words of Vince Lombardi: “Winners never quit, and quitters never win.” Humankind can handle the double whammy. Stay tuned for my upcoming coverage of what this entails.

A significant cyber breach at His Majesty’s Revenue and Customs (HMRC) that saw scammers cheat the public purse out of approximately £47m has been met with dismay from security experts thanks to the sheer simplicity of the attack, which originated via account takeover attempts on legitimate taxpayers. HMRC disclosed the breach to a Treasury Select Committee this week, revealing that hackers accessed the online accounts of about 100,000 people via phishing attacks and managed to claim a significant amount of money in tax rebates before being stopped. It is understood that those individuals affected have been contacted by HMRC – they have not personally lost any money and are not themselves in any trouble. Arrests in the case have already been made. During proceedings, HMRC also came in for criticism by the committee’s chair Meg Hillier, who had learned about the via an earlier news report on the matter, over the length of time taken to come clean over the incident. With phishing emails sent to unwitting taxpayers identified as the initial attack vector for the scammers, HMRC might feel relieved that it has dodged full blame for the incident. But according to Will Richmond-Coggan, a partner specialising in data and cyber disputes at law firm Freeths, even though the tax office had gone to pains to stress its own systems were never actually compromised, the incident underscored just how widespread the consequences of cyber attacks can be – snowballing from simple origins into a multimillion pound loss. “It is clear from HMRC's explanation that the crime against HMRC was only possible because of earlier data breaches and cyber attacks,” said Richmond-Coggan. “Those earlier attacks put personal data in the hands of the criminals which enabled them to impersonate tax payers and apply successfully to claim back tax.” Meanwhile, Gerasim Hovhannisyan, CEO of EasyDMARC, an email security provider, pointed out that phishing against both private individuals and businesses and other organisations had long ago moved beyond the domain of scammers chancing their luck. While this type of scattergun fraud remains a potent threat, particularly to consumers who may not be informed about cyber security matters – the scale of the HMRC phish surely suggests a targeted operation, likely using carefully crafted email purporting to represent HMRC itself, designed to lure self-assessment taxpayers into handing over their accounts. Not only that, but generative artificial intelligence (GenAI) means targeted phishing operations have become exponentially more dangerous in a very short space of time, added Hovhannisyan. “[It] has made [phishing] scalable, polished, and dangerously convincing, often indistinguishable from legitimate communication. And while many organisations have strengthened their security perimeters, email remains the most consistently exploited and underestimated attack vector,” he said. “These scams exploit human trust, using urgency, authority, and increasingly realistic impersonation tactics. If HMRC can be phished, anyone can.” Added Hovhannisyan: “What’s more alarming is that the Treasury Select Committee only learned of the breach through the news. When £47m is stolen through impersonation, institutions can’t afford to stay quiet. Delayed disclosure erodes trust, stalls response, and gives attackers room to manoeuvre.” Once again a service’s end-users have turned out to be the source of a cyber attack and as such, whether they are internal or – as in this case – external, are often considered an organisation’s first line of defence. However, it is not always wise to take this approach, and for an organisation like HMRC daily engaging with members of the public, it is also not really possible. Security education is a difficult proposition at the best of times and although the UK’s National Cyber Security Centre (NCSC) provides extensive advice and guidance on spotting and dealing with phishing emails for consumers – it also operates a phishing reporting service that as of April 2025 has received over 41 million scam reports – bodies like HMRC cannot rely on everybody having visited the NCSC’s website. As such, Mike Britton, chief information officer (CIO) at Abnormal AI, a specialist in phishing, social engineering and account takeover prevention, argued that HMRC could and should have done more from a technical perspective. “Governments will always be a high tier target for cyber criminals due to the valuable information they hold. In fact, attacks against this sector are rising,” he said. “In this case, it looks like criminals utilised account take over to conduct fraud. To combat this, multifactor authentication (MFA) is key, but as attacks grow more sophisticated, further steps must be taken.” Britton said organisations like HMRC really needed to consider adopting more layered security strategies, not only including MFA but also incorporating wider visibility and unified controls across its IT systems. Account takeover attacks such as the ones seen in this incident can unfold quickly, he added, so its cyber function should also be equipped with the tools to identify and remediate compromised accounts on the fly. Read more about trends in phishing Quishing, meaning QR code phishing, is an offputting term for an on-the-rise attack method. Learn how to defend against it. A healthy dose of judicious skepticism is crucial to preventing phishing attacks, said David Fine, supervisory special agent at the FBI, during a presentation at a HIMSS event. Exchange admins got a boost from Microsoft when it improved how it handles DMARC authentication failures to help organisations fight back from email-based attacks on their users.