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Lumos-Nexus: Efficient Frequency Bridging with Homogeneous Latent Space for Video Unified Models
arXiv:2605.31603v1 Announce Type: new Abstract: Connector-based video unified models have demonstrated strong capability in instruction-grounded video synthesis, but integrating a large high-fidelity generator into the unified training loop is computationally prohibitive, limiting achievable visual quality. We therefore propose Lumos-Nexus, a training-efficient unified video generation framework that facilitates the development of strong reasoning-driven generation capabilities while...
Teachers more likely to accept low AI grades than equivalent human grades, study finds
Teachers more likely to accept low AI grades than equivalent human grades, study finds Gaby Clark Scientific Editor Andrew Zinin Lead Editor Teachers were more likely to accept an overly harsh grade given to a student by AI than when the unduly low grade was handed out by a human. As AI is increasingly integrated into decision-making, concerns about AI errors are often countered by assurances that humans will oversee and check the algorithm's work. Publishing in PNAS Nexus, Rigissa...
A classic brain test exposed AI's biggest weakness
A classic brain test exposed AI's biggest weakness - Date: - June 10, 2026 - Source: - PNAS Nexus - Summary: - Researchers gave top AI models a classic attention test used in psychology and found a major flaw. While the models could correctly name colors in short lists, their performance deteriorated sharply as the task became longer and more complex. Some leading systems fell from over 90% accuracy to nearly complete failure.
Cisco making SONiC available to all customers – not just hyperscalers
Cisco is preparing to make the open-source SONiC network operating system available on its Nexus 9000 series datacenter switches. This move extends SONiC support beyond hyperscalers to general enterprise customers, allowing them to run the open NOS on their hardware. Cisco stated this will offer customers flexibility, enabling them to choose between SONiC for AI or non-AI clusters while retaining existing infrastructure options.
Beijing escalating AI espionage to catch up with the U.S. on tech, cybersecurity firm says
cybersecurity giant CrowdStrike warned Tuesday of increasing cyberattacks from China-based entities aimed at stealing artificial intelligence to narrow the tech gap with the U.S. The Chinese entities accounted for more than 58% of state-sponsored targeted cyberattacks aimed at tech companies, especially their AI assets, CrowdStrike said in a report. "China-nexus adversaries are escalating espionage against technology organizations to steal the AI capabilities and intellectual property they...
Neil deGrasse Tyson narrates new trailer for upcoming Broadway musical, 'Galileo'
Neil deGrasse Tyson narrates new trailer for upcoming Broadway musical, 'Galileo' Things are looking up on Broadway as the nexus of American live theater is preparing for a cosmic new musical based on the life of pioneering 16th and 17th century Italian scientist and astronomer, Galileo Galilei, a pivotal figure of the Scientific Revolution who Albert Einstein referred to as the "father of modern science." Produced by Amanda Lipitz, Henry Tisch and Jordan Roth, "Galileo" is due on the Great...
Cellular Complexity and Systemic Immune Profiles across Ancestral Diversity in Thailand and Mainland Southeast Asia
Mainland Southeast Asia (MSEA) remains under-represented in global immunogenomic references despite its extensive genetic heterogeneity. We present the first single-cell immune atlas of an MSEA population, utilizing Thai individuals from the Asian Immune Diversity Atlas (AIDA) as a representative cohort. We demonstrate that the Thai population is highly genetically diverse, reflecting its history as a geographic nexus for Asian admixture.
Enduring hardship reduces support for easing hardship for others, study suggests
Enduring hardship reduces support for easing hardship for others, study suggests Sadie Harley Scientific Editor Andrew Zinin Lead Editor Although intuition suggests that experiencing adversity will increase a person's willingness to help others going through similar hardships, surveys show that this is not always the case. For example, immigrants who struggled through arduous naturalization processes do not necessarily support making the path to citizenship easier for others, and those who...
Towards a Virtual Neuroscientist: Autonomous Neuroimaging Analysis via Multi-Agent Collaboration
arXiv:2605.09366v3 Announce Type: replace Abstract: Transforming neuroimaging data into clinically actionable biomarkers is a knowledge-intensive and labor-intensive process. Standardized workflows such as fMRIPrep have improved robustness and efficiency, but they are statically configured and cannot reason about downstream objectives, deliberate over alternative strategies, or close the loop between intermediate evidence and subsequent decisions in the way a human researcher would. This...
Silicon Valley’s new buyout playbook is hitting Wall Street
Venture capital is buying its way into the artificial intelligence transformation that enterprise software hasn't delivered. Instead of selling AI tools to companies, venture firms are buying legacy companies outright and rebuilding them around AI from the inside. The bet puts VCs on offense and leaves traditional private equity, which spent the last cycle buying enterprise software at peak prices, on defense.