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SKYLENAGE Technical Report: Mathematical Reasoning and Contest-Innovation Benchmarks for Multi-Level Math Evaluation

Wei, Hu, Xu, Ze, Yang, Boyu, Miao, Linlin, Zhai, Weiqi, Li, Yihan, Li, Zixuan, Wang, Zhijun, Wang, Boya, Yu, Jianwei, Yuan, Jialing, Zhang, Xiaoyue, He, Cheng, Chen, Minglei, Zhang, Zifan, Li, Qianhui, Wang, Wei, Xu, Xiang

arXiv.org Artificial Intelligence

Large language models (LLMs) now perform strongly on many public math suites, yet frontier separation within mathematics increasingly suffers from ceiling effects. We present two complementary benchmarks: SKYLENAGE-ReasoningMATH, a 100-item, structure-aware diagnostic set with per-item metadata on length, numeric density, and symbolic complexity; and SKYLENAGE-MATH, a 150-item contest-style suite spanning four stages from high school to doctoral under a seven-subject taxonomy. We evaluate fifteen contemporary LLM variants under a single setup and analyze subject x model and grade x model performance. On the contest suite, the strongest model reaches 44% while the runner-up reaches 37%; accuracy declines from high school to doctoral, and top systems exhibit a doctoral-to-high-school retention near 79%. On the reasoning set, the best model attains 81% overall, and hardest-slice results reveal clear robustness gaps between leaders and the mid-tier. In summary, we release SKYLENAGE-ReasoningMATH and report aggregate results for SKYLENAGE-MATH; together, SKYLENAGE provides a hard, reasoning-centered and broadly covering math benchmark with calibrated difficulty and rich metadata, serving as a reference benchmark for future evaluations of mathematical reasoning.


OnePlus 13 review: A focused flagship that ignores the AI hype

Engadget

OnePlus has been a bit up and down since it merged with Oppo back in 2021. It gained greater access to powerful components and partnerships with brands like Hasselblad, while its software and product lineup took a few steps back before finding its stride again. But now, three generations after the merger, OnePlus' latest flagship phone -- the OnePlus 13 -- feels like a fantastic return to form. In some areas, the company is even pushing the limits of hardware and gadget design in ways that rivals from Samsung and Google aren't. And with a starting price of 900, OnePlus has managed to undercut its closest competitor too, which makes this phone a great choice for anyone who cares more about getting hardware upgrades than fancy new AI tricks.


iPhone 16 release date is LEAKED online - and it suggests there's not long to wait to see Apple's next flagship

Daily Mail - Science & tech

Apple fans might not have to wait much longer to see the company's new flagship smartphone, the iPhone 16. The California tech giant will unveil the latest generation of iPhones at an in-person event on September 10, according to an alleged online leak. A serial Apple leaker known as Majin Bu shared a screenshot on X, formerly Twitter, which claims to shown the invite to Apple's September special event. The colour of the Apple logo in the invitation also nods to the possibility that fans might be getting a new'bronze' colour for the titanium smartphone. However, social media commenters have been sceptical of the leak's authenticity and even Majin Bu himself says: 'I have no way of verifying that this information is real, but it all seems very plausible considering the latest news.'


Google Pixel 8 and Pixel 8 Pro hands-on: Generative AI and a temperature sensor on your phone

Engadget

After teasing us for weeks with trailers showing off the Pixel 8 series, Google is now ready to give us all the details about its latest flagships. The Pixel 8 and Pixel 8 Pro look largely the same as their predecessors, with a couple of key differences. The regular Pixel 8 is slightly smaller, which makes it easier to use with one hand. Meanwhile, the Pro model has a new matte finish, upgraded cameras and an intriguing temperature sensor. So, you might actually be able to hang on to your Pixel flagship for a lot longer than before.


Computational Biologist: Viral Ecology and Genomics

#artificialintelligence

FL70, Inc is one of the latest companies founded through Flagship Pioneering's venture creation engine, where companies such as Moderna Therapeutics, Rubius Therapeutics, and Evelo Therapeutics were conceived and created. Since Flagship's founding in 2000, the firm has originated and fostered the development of nearly 100 scientific ventures resulting in $19 billion in aggregate value, 500 issued patents, and more than 50 clinical trials for novel therapeutic agents. FL70 is integrating the latest developments in molecular biology and plant biology to create a new platform technology that enables adaptive, targeted, and sustainable solutions in agriculture. We are seeking a curious and inspired Computational Biologist with expertise in new functional gene discovery and de novo genome assembly from environmental sequencing data to join our passionate team at FL70 to revolutionize agriculture. You will tackle computational challenges to discover novel microorganisms and viruses, and interface directly with molecular engineering teams to test your discoveries.


Google accidentally wipes flagship 'Magic Eraser' removal tool from Pixel phones

The Independent - Tech

Google's latest update to its Photos app has deleted one of the major features of its newest phones. The smartphone giant announced the Pixel 6 and Pixel 6 Pro with a Magic Eraser tool that used artificial intelligence to remove wanted people and objects from the backgrounds of photos. However, the new version of Google Photos (5.67, as reported by Android Central), removed the feature – an ironic turn of events due to its function. The Independent was not able to recreate the issue on a Pixel 6 device, which had the 5.66 version of Google Photos. The feature is only available on Google's own flagship, but other manufacturers such as Samsung and Huawei have their own version of the tool in their respective photo apps.


What Evolution Can Teach Us About Innovation

#artificialintelligence

Many people believe that the process for achieving breakthrough innovations is chaotic, random, and unmanageable. Breakthroughs can be systematically generated using a process modeled on the principles that drive evolution in nature: variance generation, which creates a variety of life-forms; and selection pressure to select those that can best survive in a given environment. Flagship Pioneering, the venture-creation firm behind Moderna Therapeutics, uses such an approach, which it calls emergent discovery. It involves prospecting for ideas in novel spaces; developing speculative conjectures; and relentlessly questioning hypotheses. On November 30, 2020, Moderna Therapeutics announced that Phase III clinical trials for its messenger RNA vaccine demonstrated 95% protective efficacy against the SARS-CoV-2 virus that had killed almost 1.5 million people worldwide in the previous 10 months. A relative upstart in the Covid-19 vaccine race and a company that few people had heard of before the pandemic, Moderna looked to be an overnight success. But as its CEO, Stéphane Bancel, has noted, that success was 10 years in the making. Far from a one-and-done stroke of luck, the vaccine was the product of a repeatable process that has been used countless times by the company from which Moderna emerged: Flagship Pioneering, a venture-creation firm based in Cambridge, Massachusetts, whose mission is to conceive, make, and commercialize breakthrough innovations in previously unexplored domains of the life sciences. The misconception about the Moderna case, as with many other breakthrough innovations, is understandable. Breakthrough innovations are typically seen as the result of chaotic, random, and unmanageable efforts--the product of pure serendipity or the inspiration of a rare visionary. That view, we believe, is deeply flawed. From our different vantage points (Afeyan has spent the past three decades starting ventures based on breakthrough science and technology, and Pisano has studied innovation processes during the same period), we have come to realize that breakthroughs tend to emerge from a relatively well-defined process modeled on the basic principles that drive evolution in nature: variance generation, which creates a variety of life-forms, and selection pressure to select those that can best survive and reproduce in a given environment. The approach, called emergent discovery, is a structured and disciplined process of intellectual leaps, iterative search and experimentation, and selection.


Manager for the Finnish Center for Artificial Intelligence FCAI Aalto University

#artificialintelligence

Aalto University is a community of bold thinkers where science and art meet technology and business. We are committed to identifying and solving grand societal challenges and building an innovative future. Aalto University has been ranked the 9th best young university in the world (Top 50 under 50, QS 2018). Aalto has six schools located in the capital area of Finland. Finnish Center for Artificial Intelligence FCAI (https://fcai.fi/) is one of only six flagships of the Academy of Finland and the national competence center of Finland's AI program tekoalyaika.fi.


Robots are already taking human jobs, but it may not be such a bad thing

#artificialintelligence

Robotic workers might sound like science fiction, but they're increasingly becoming science fact. Automation has already been blamed for taking jobs away from humans. And as technology such as autonomous vehicles and cashier-free convenience stores continues to improve, those fears are only going to get worse. Throwing humanoid robots into the mix could take those fears to a whole new level. And there are already some signs that robots are doing the jobs humans used to do.


LG Sets Up Silicon Valley-Based Venture Capital Firm For Robot, Other Startups

International Business Times

LG Group has reportedly set up a venture capital firm in Silicon Valley in a move to find emerging startups that focus on robotics, artificial intelligence and auto parts. On Monday, the holding company of the conglomerate, LG Corp., announced that the VC firm, named LG Technology Ventures, will manage a $400 million fund. The funding for the new firm is said to have come from four affiliates, namely: LG Electronics, LG Display, LG Chem and South Korea-based cellular carrier LG Uplus, The Investor first reported. "The newly established unit is aimed at finding new business opportunities, and startups to acquire," an LG official, who refused to be named, said of the company's latest venture. It was revealed that the VC firm is eager to invest in technology areas that are expected to flourish in the coming years. Hence, it is said to be focused on finding startups that specialize in robotics, artificial intelligence and autonomous vehicles.