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AI tool Xbow is one of America's best hackers

AI tool Xbow is one of America's best hackers

Time of India26-06-2025
A hacker named Xbow has topped a prestigious security industry US leaderboard that tracks who has found and reported the most vulnerabilities in software from large companies. Xbow isn't a person — it's an artificial intelligence tool developed by a company of the same name.This is the first time a company's AI product has topped HackerOne's US leaderboard by reputation, which measures how many vulnerabilities have been found and the importance of each one, according to HackerOne cofounder Michiel Prins. Now, the year-old startup has raised $75 million in a new funding round led by Altimeter Capital, with participation from existing investors Sequoia Capital and NFDG. It declined to share its valuation.Security researchers and hackers have long automated parts of their work and AI has shown up as a key tool in the past two years, Prins said. Nearly all human hackers now augment their efforts with AI and there are a handful of firms trying to do what Xbow does — Prins calls them hackbot companies.Xbow, founded in January 2024 by GitHub veteran Oege de Moor, automates penetration testing, where hackers try to find security flaws and break into corporate networks. Companies often hire or employ people to do that, called red teams, as a way of improving and protecting their network and software. But red teaming and penetration testing is costly — $18,000 on average and few weeks of work for a test on a single system, says de Moor — and so it often doesn't get done frequently enough. De Moor wants to sell his product to enable customers to go through the process continuously or at least more often, and before new products and systems go live.'By automating this we can completely change the equation,' said de Moor, who formerly oversaw Microsoft Corp.-owned GitHub's Copilot for AI code-generation.The challenge is that well-financed hackers are also using AI algorithms to automate attacks and increase their frequency at a lower cost. Xbow has 'something that works now and it's exciting, but also somewhat terrifying because we are now in the era of machines hacking machines,' said Nat Friedman of NFDG, and a former GitHub chief executive officer.De Moor, who also spent two decades as a computer science professor at Oxford University, expects the balance of power to eventually favor defenders, using tools like Xbow. 'There might be a period of chaos where not everybody gets ready for these AI-powered attacks,' he said. Now, 'we can, for the first time, have a good hope that defenders can find and fix all the vulnerabilities before a system goes out.'De Moor founded Semmle, a startup for finding security flaws in code that was acquired by GitHub in 2019. Microsoft had bought GitHub the previous year and named Friedman CEO. He wanted to make a series of acquisitions to add new products and entrepreneurial talent.Friedman and Altimeter Capital partner Apoorv Agrawal said they were looking at ways AI could boost cybersecurity when de Moor began Xbow. 'Cybersecurity is going through a credibility crisis. There are a lot of alerts,' Agrawal said. What chief information security officers 'want is less, not more, they want simplicity and less alerts,' he added. 'How do you make this work? AI can help.'HackerOne offers a security platform where companies who want their software vetted can offer bounties for finding bugs. There are open programs and ones that are invitation-only. Xbow is active in both. When an AI like Xbow's finds a vulnerability, HackerOne requires a human at the company to vet it to filter out AI hallucinations. Then Xbow goes to the company whose product contains the supposed flaw. If it confirms the issue, Xbow earns reputation points — hackers get more points the more severe the issue.As part of that work, the Xbow product successfully found and reported security bugs to more than a dozen well-known companies, according to de Moor. The list includes Amazon.com Inc., Walt Disney Co., PayPal Holdings Inc. and Sony Group Corp. De Moor declined to name Xbow's current customers except to say they are large financial services and technology companies.Xbow's team includes GitHub veterans like Nico Waisman, who served as chief information security officer at Lyft Inc., and is now Xbow head of security, and Albert Ziegler, Xbow's head of AI, who worked at GitHub and Semmle.While Xbow's algorithm does well in finding things like common coding errors and security issues, it does poorly at realizing when a flaw results from product design logic. For example, it needs to be explicitly told when looking at a medical web site that prescriptions should be kept private, de Moor said. And it won't understand that while a doctor or a pharmacist needs to be able to access the prescriptions of multiple patients, it's a security problem if one patient can see another's meds.In the future, Xbow also wants to add the ability to tell customers how to correct the security flaws and make coding suggestions for those fixes.Widespread adoption will also require getting customers to change how they work, Altimeter's Agrawal said.'Whenever there's a sufficiently advanced technology, the last-mile adoption requires a change of workflows,' Agrawal said. 'It requires a change of people's behaviors that they've been doing for years, sometimes decades."
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Islands of excellence amid a morass of stuttering institutions
Islands of excellence amid a morass of stuttering institutions

The Hindu

time16 hours ago

  • The Hindu

Islands of excellence amid a morass of stuttering institutions

78 Years of Freedom Pointing to the monkey frolicking outside his room, V. Kamakoti, Director, IIT-Madras, said even the monkey in IIT wants to learn only Machine Learning. His observation may point to where Indian higher education is poised nearly eight decades after Independence. In India today, a bunch of top-level and highly acclaimed institutions produce brilliant and well-equipped minds eager to delve into the latest. But after the so-called Tier 1 institutions, there is a steep fall in quality in Tier 2 and 3 — the vast majority of India's engineering institutions catering to lakhs of students who might be as eager as the IITians to learn cutting-edge concepts but are just not up to the mark. For instance, V. Madhosh Kumar is a rideshare cab driver in Chennai. He says this is a temporary job that will help him find his bearings in Chennai. He has an engineering degree in AI and ML from a college near Coimbatore. Madhosh wanted to know if doing a course on network security would boost his job prospects that appeared nil. 'My professors had little clue and much of what we students learned was self-learning,' he said, adding recruiters don't seem interested in him. Madhosh did have a LinkedIn profile but it indicated little engagement with companies that may be interested to employ him. He said he did upload his college project on GitHub but it had been downloaded only once. Madhosh was clearly not employable. The situation in engineering may apply to other streams as well — a few elite institutions and then an abyss in quality. Poor quality is endemic across India's education — basic and higher. And it's only now that it has caught the attention and getting the focus it has always deserved from policymakers. Some 15 years ago, the Annual Status of Education Reports (ASER) were received with deathly silence, especially on the part of the government. These reports showed that by Class 6, the average student's literacy and math skills are likely that of a Class 3 student. When he is leaving middle school, the average student is likely at the level of Class 6. In 2009-10, students from two of India's most educationally advanced States, Tamil and Himachal Pradesh, participated in the Programme for International Student Assessment conducted by the Organisation for Economic Cooperation and Development. Kyrgyzstan was the only country that ranked lower than India. Across India, postgraduates struggle to write a three-sentence paragraph in any language. Many get cheated on the interest they need to pay on loans they have taken because they just don't know the math. In the book India Is Broken, Ashoka Mody writes about how, unlike in Japan, Jawaharlal Nehru's programme for boosting farm productivity failed. His land reforms weren't implemented properly with the average farmer having little long-term stake in the farms. Further, India's farmers were not literate and aware enough to make use of agriculture extension services. Sub-opitmal delivery As ASER reports kept coming, after a point, governments were forced to take notice. Their schools were just not performing. In a report, NITI Aayog notes that quality deficiency in Indian school education is caused by sub-optimal delivery structures (sub-scale schools, large scale teacher vacancies), and weak organisation structures, governance, and limited accountability (poorly defined organisational structure, ineffective systems, process and accountability). Change has to happen in all three areas. 'For change to scale across the State and to sustain, it is essential to anchor it within the State and not have it led from outside,' the study notes. India Is Broken talks about how India's planners, right from Independence, just did not pay attention to the quality of education delivered by government primary schools even as they were setting up the high performing higher education institutions. And that told on the literacy and math skills of the average Indian. Well into the 1990s, Mody says, as India achieved near-universal enrolment in primary schools, the problem of quality couldn't be wished away. The RTE Act played a role in creating the basic infrastructure, even if the implementation was patchy. And the NEP 2020, for the first time in a government document, acknowledges the severe deficiency in Foundational Literacy and Numeracy, says Balaji Sampath, education activist who has helped to conduct the ASER surveys. Now there is a consensus across India regarding quality of education after the dots have been connected. Poor quality of basic and higher education leads to deficiency in labour productivity — India's labour productivity is 20% of Malaysia's. And poor labour productivity is among the key contributors to why India just doesn't seem to be reaping the demographic dividend that it deserves. Meanwhile, with the IT boom, engineered outside of government planning and intent, the opening up of the economy expanded the service sector spearheaded by IT growth. Now, India hopes that a consequence of this growth will help India go back and complete the circle — high technology as a low-cost solution to the problem of quality. A typically Indian jugaad for fixing a chronic problem. The NEP 2020 does talk about tech and its facilitators such as the concept of self-learning. Mr. Kamakoti of IIT-Madras sees it as a question of reaching the best learning resources to every student in villages and cities through technology. 'It's natural that very accomplished teachers may not be willing to go to villages. The number of teachers available to take up jobs is limited,' he says. He cites the Swayam platform of video classes helmed by IIT professors to emphasize how video can reach quality learning resources over Internet. He talks about interesting translation projects driven by AI that will translate the content to more than 20 languages. 'There are tools to make the sessions more interesting. Animation, virtual reality can help explain subtle, detailed concepts in an intricate manner,' says Mr. Kamakoti who sees the quality problem as essentially the problem of not having enough skilled, high quality teachers as well as learning resources. 'Today, the entire school chemistry lab can be done through Google. All of Class 10 experiments can be done through Google and tests conducted using virtual reality,' he says, adding that scaling up such initiatives is the way to go. Video learning is far superior to conventional classroom learning from just the teacher, says Marmar Mukhopadhyay, education management expert. He recalls an experiment he did in Gujarat where he made a video with still photographs and voiceover on the Gujarat earthquake. He did three types of sessions: in one the teacher played the video from beginning to end; in the second the teacher operated the controls as asked by students; and in the third the videos were given to the students. Learners were asked to write interpretative essays on earthquakes in Japan and the experience of the students' elders with earthquakes. He says the students who were given the videos did best in the assessment and all students scored nearly 80%. Marmar looks at AI as changing the role of the teacher from instructor to facilitator of self-learning, largely. Learning to learn is more important than the learning itself, he says, adding the teacher's job is to create learning opportunities. Choosing the right tech But does tech deliver? Rukmini Banerjii, CEO of Pratham Education Foundation that conducts the ASER surveys, emphasises the importance of field studies and randomised control trials to asses which types of tech can deliver and to what extent. Meanwhile, Sweden had a blowback when the new Conservative government in 2023 sought to roll back digitisation of education programme of the previous government. Swedish neuro-researchers published many papers discussing the negative impact of screentime, fall in socialising among teens, etc. This came after nearly 15 years of digital-first approach to education. 'The reliance on digital tools has led to a lack of critical thinking and overconfidence in online sources,' said Sweden's Minister of Education, Lotta Edholm. The Swedish government has sought to go back to providing printed textbooks to all students for all subjects and in-person classes. Research has indeed shown that students retain more information from print. The sensory experience of flipping through the pages and the absence of distractions does seem to facilitate deep understanding. Yet, while Sweden may be spoiled for choices, India's needs are dire in a resource-starved environment. Several studies by The Abdul Latif Jameel Poverty Action Lab (J-PAL), however, bear out the benefits of use of tech. For instance, one study relying on evidence from 126 randomized evaluations shows that educational software that helps students learn at their own pace deliver. Technology nudges such as message reminders work. Combining in-person and online can work although students in in-person-only courses perform better than those in online-only courses. A targeted, phone-tutoring programme to improve Math by J-PAL South Asia, along with NGOs Youth Impact and Alokit, is being implemented in Karnataka by the government. The programme had been validated in Botswana. The target is to reach more than 4.5 lakh students between grades 3 and 5. For more than a decade now, various States have sought to leverage tech to improve education reach and quality with mixed results. Experts say that AI's ability to personalisze learning could help fix a uniquely Indian problem — teachers are far too burdened with teaching an array of things and concepts, cover the portions, rather, as well as with administrative work. They simply cannot ensure every student has grasped the fundamentals. With student-teacher ratios still a challenge, personal care continues to suffer that AI can execute at low-cost. Mr. Kamakoti notes that the planned Center of Excellence in AI coming under the Ministry of Education can help draw up a nationwide roadmap on AI use. Primary students can submit their worksheets for Language and Math practice every day across the year to an AI System for auto-evaluation to provide teachers and parents with learner data analysis and deliver a personalised practice work that progressively is personalised to the individual learner's skill situation, says Bhanu Potta, EdTech expert focused on social investments and achieving sustainable development goals. Such AI-supported use cases can be built and deployed at large-scale for millions of learners, at a fiscal allocation of Rs. 1,000 per year or less considering the running costs and upfront costs amortised for five years when built on sovereign models, he adds. Viplav Baxi, an education professional with over 30 years of experience in education-technology, says experience has shown that our top-down 'educratic' systems across the world have created similar challenges for teachers. Teachers are our force multiplier and it's time to blend approaches that celebrate and encourage local scale autonomy. 'We must provide them all the necessary resources and tools to help them become more effective and efficient,' he says, adding teachers are indispensable and they provide the last mile delivery.

AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect
AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect

Time of India

time19 hours ago

  • Time of India

AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect

Microsoft released a new video interview with Pavan Davuluri , the head of Windows , to talk about the future of Windows. Davuluri was asked how AI will change computers, and he said that computing will become more ambient, everywhere, and multi-modal, meaning it will understand different types of input. He explained that voice will become more important for interacting with Windows in the future. The OS will be context-aware, meaning it can look at your screen and understand what you are doing to help you better. Users will be able to speak to their computer while writing, drawing, or interacting with others, and Windows will understand their intent, as reported by Windows Central . Windows AI voice control Microsoft has already hinted at voice-first features in Windows, including a "Windows 2030 Vision" video by another executive, showing a focus on natural language input. The future of Windows will promote voice as a primary input, along with mouse and keyboard, allowing users to talk naturally to their PC while working. by Taboola by Taboola Sponsored Links Sponsored Links Promoted Links Promoted Links You May Like Dhoni's Exclusive Home Interior Choice? HomeLane Get Quote Undo Davuluri teased that Windows will look different from today, because agentic AI will be deeply built into the system. The OS will be able to act and respond intelligently, not just react to commands. The OS will use a mix of local computing and cloud computing to make AI features seamless and smooth, as per the report by Windows Central. ALSO READ: Google and Meta no longer cool? 75% of grads are walking away from Big Tech dreams for new career paths Live Events AI built into Windows 12 Today, AI assistants like Copilot on Windows, Gemini on Android, or Siri on Mac exist mostly as apps or floating windows, but Microsoft plans to build AI directly into the OS. This AI-powered Windows may appear in the next five years, possibly as Windows 12 , bringing a big shift in PC interaction. Users may find it strange at first to use voice as a main input method, but with agentic AI understanding natural language and intent, it will feel natural and helpful. Apple is also planning voice-centered features in iOS 26, showing that tech companies are moving toward voice-first experiences, according to the report by Windows Central. On Windows, there will likely be three main input methods: typing, touch/mouse, and voice. You won't have to use voice, but it can make tasks easier. Privacy concerns are expected because AI features need a lot of personal data. Balancing cloud and local computing will be important, and some users may push back, as per the report. Microsoft emphasizes that the goal is to make AI seamless and helpful, changing how people interact with computers over the next few years. Overall, Windows is preparing a major AI-driven redesign that will make computers smarter, voice-friendly, and context-aware, changing the way we work and interact with PCs, reported by Windows Central. FAQs Q1: How will AI change Windows in the future? AI will make Windows smarter, voice-friendly, and context-aware, letting your PC understand what you are doing and respond naturally. Q2: Will Windows 12 use voice as a main input? Yes, voice will become a primary input method alongside keyboard and mouse, making tasks easier with AI understanding your intent.

AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect
AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect

Economic Times

time19 hours ago

  • Economic Times

AI is taking over your PC: Microsoft teases radical Windows redesign with smart features - here's what users can expect

Microsoft released a new video interview with Pavan Davuluri, the head of Windows, to talk about the future of Windows. Davuluri was asked how AI will change computers, and he said that computing will become more ambient, everywhere, and multi-modal, meaning it will understand different types of input. He explained that voice will become more important for interacting with Windows in the future. The OS will be context-aware, meaning it can look at your screen and understand what you are doing to help you better. Users will be able to speak to their computer while writing, drawing, or interacting with others, and Windows will understand their intent, as reported by Windows Central. Microsoft has already hinted at voice-first features in Windows, including a "Windows 2030 Vision" video by another executive, showing a focus on natural language input. The future of Windows will promote voice as a primary input, along with mouse and keyboard, allowing users to talk naturally to their PC while working. Davuluri teased that Windows will look different from today, because agentic AI will be deeply built into the system. The OS will be able to act and respond intelligently, not just react to commands. The OS will use a mix of local computing and cloud computing to make AI features seamless and smooth, as per the report by Windows Central. ALSO READ: Google and Meta no longer cool? 75% of grads are walking away from Big Tech dreams for new career paths Today, AI assistants like Copilot on Windows, Gemini on Android, or Siri on Mac exist mostly as apps or floating windows, but Microsoft plans to build AI directly into the OS. This AI-powered Windows may appear in the next five years, possibly as Windows 12, bringing a big shift in PC interaction. Users may find it strange at first to use voice as a main input method, but with agentic AI understanding natural language and intent, it will feel natural and helpful. Apple is also planning voice-centered features in iOS 26, showing that tech companies are moving toward voice-first experiences, according to the report by Windows Central. On Windows, there will likely be three main input methods: typing, touch/mouse, and voice. You won't have to use voice, but it can make tasks easier. Privacy concerns are expected because AI features need a lot of personal data. Balancing cloud and local computing will be important, and some users may push back, as per the report. Microsoft emphasizes that the goal is to make AI seamless and helpful, changing how people interact with computers over the next few years. Overall, Windows is preparing a major AI-driven redesign that will make computers smarter, voice-friendly, and context-aware, changing the way we work and interact with PCs, reported by Windows Central. Q1: How will AI change Windows in the future? AI will make Windows smarter, voice-friendly, and context-aware, letting your PC understand what you are doing and respond naturally. Q2: Will Windows 12 use voice as a main input? Yes, voice will become a primary input method alongside keyboard and mouse, making tasks easier with AI understanding your intent.

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