Core Insights - The article presents MMTL-UniAD, a unified framework for multimodal and multi-task learning in assistive driving perception, which aims to enhance the performance of advanced driver-assistance systems (ADAS) by simultaneously recognizing driver behavior, emotions, traffic environment, and vehicle actions [1][5][26]. Group 1: Introduction and Background - Advanced driver-assistance systems (ADAS) have significantly improved driving safety over the past decade, yet approximately 1.35 million people die in traffic accidents annually, with over 65% of these incidents linked to abnormal driver psychological or physiological states [3]. - Current research often focuses on single tasks, such as driver behavior or emotion recognition, neglecting the inherent connections between these tasks, which limits the potential for cross-task learning [4][3]. Group 2: Framework and Methodology - MMTL-UniAD employs a multimodal approach to achieve synchronized recognition of driver behavior, emotions, traffic environment, and vehicle actions, addressing the challenge of negative transfer in multi-task learning [5][26]. - The framework incorporates two core components: a multi-axis region attention network (MARNet) and a dual-branch multimodal embedding module, which effectively extract task-shared and task-specific features [5][26]. Group 3: Experimental Results - MMTL-UniAD outperforms existing state-of-the-art methods across multiple tasks, achieving performance improvements of 4.10% to 12.09% in the mAcc metric on the AIDE dataset [18][26]. - The framework demonstrates superior accuracy in driver behavior recognition and vehicle behavior recognition, with increases of 4.64% and 3.62%, respectively [18][26]. Group 4: Ablation Studies - Ablation experiments indicate that joint training of driver state tasks and traffic environment tasks enhances feature sharing, significantly improving task recognition accuracy [22][26]. - The results confirm that the interdependence of tasks in MMTL-UniAD contributes to overall performance and generalization capabilities [22][26].

Core Insights - Purple Biotech Ltd. presented new preclinical data on its CAPTN-3 tri-specific antibody platform at the EACR 2025, showcasing its potential to overcome tumor immune evasion and drug resistance [1][2] Group 1: CAPTN-3 Platform Overview - The CAPTN-3 platform enables the creation of tri-specific antibodies that activate both innate and adaptive immune systems, enhancing anti-tumor responses [2][6] - The lead product, IM1240, targets the 5T4 antigen and has shown robust in vivo anti-tumor activity, particularly in triple negative breast cancer models [7][10] - The design includes an anti-NKG2A arm that synergizes with the anti-CD3 arm, demonstrating significant cytotoxic effects against solid tumor cells [3][4][5] Group 2: Mechanism of Action - The CAPTN-3 platform features a conditional activation mechanism, where the CD3 arm is activated only in the tumor microenvironment, minimizing systemic effects [6][7] - The anti-NKG2A arm plays a crucial role in reinvigorating exhausted T cells, enhancing their ability to kill tumor cells [4][5] - The platform's design allows for a modular approach, enabling the development of various tribodies with different target combinations [7][10] Group 3: Clinical Implications - Preclinical data indicate that the CAPTN-3 platform can lead to sustained tumor regression in animal models, highlighting its therapeutic potential [5][7] - The platform's ability to engage both T cells and NK cells suggests a promising avenue for developing effective cancer therapies [6][10] - The company is advancing multiple candidates within its oncology pipeline, including CM24 and NT219, alongside CAPTN-3 [10]

Company Overview - Terranet is focused on developing technology solutions for advanced driver assistance systems (ADAS) and autonomous vehicles, aiming to enhance safety for vulnerable road users [3] - The company utilizes a patented sensor technology called BlincVision, which detects objects with laser precision, claiming to be up to ten times faster and more accurate than existing ADAS solutions [3] Industry Engagement - Terranet will participate in the Auto.AI and Safety.AD USA 2025 conferences, scheduled for June 30–July 1 in San Francisco, California, which are significant forums for discussing advancements in AI and traffic safety [1] - The presence at these conferences is intended to strengthen connections to the North American market and highlight the company's role in developing future safety solutions for ADAS and autonomous vehicles [1] Strategic Objectives - The Chief Commercial Officer of Terranet, Jonas Renander, emphasized the importance of engaging with key stakeholders at the upcoming conference to clarify the company's value proposition and demonstrate contributions to safer traffic [2]

Core Viewpoint - KWESST Micro Systems Inc. has received an order for prototypes of its next-generation battlefield laser detection system (BLDS) for a major North American armored vehicle program, marking a significant validation of its technology [2][3]. Company Overview - KWESST specializes in advanced tactical systems, focusing on the development and commercialization of next-generation military and security solutions [6]. - The company is headquartered in Ottawa, Canada, with additional offices in London, UK, and Abu Dhabi, UAE [7]. Product Development - The BLDS technology is designed to counter the increasing threats from laser-guided systems on the battlefield, such as Laser Target Designators and Laser Range Finders, which have enhanced the lethality of conventional weapons [3]. - The non-networked prototypes are ready for delivery and will undergo performance testing in various operational environments [4]. - Fully-networked versions of the BLDS, which will include real-time detection and classification capabilities, are expected to be available by fall 2025 [5]. Market Context - The modern battlefield has evolved, with lasers posing silent and invisible threats that can quickly target soldiers and vehicles [3]. - The BLDS aims to improve situational awareness and survivability for military personnel and high-value assets [3].

Core Viewpoint - Kratos Defense & Security Solutions, Inc. is set to establish a new advanced manufacturing facility in Bristow, Oklahoma, focusing on the production of its GEK family of turbojet engines, particularly the GEK800, with plans for significant expansion and job creation [1][5][6]. Company Overview - Kratos Defense & Security Solutions, Inc. (NASDAQ: KTOS) specializes in technology, products, systems, and software for defense, national security, and commercial markets [7]. - The company emphasizes affordability and rapid development of solutions to meet mission-critical needs [8]. Facility Details - The new facility will cover 50,000 square feet on a 20-acre site, with plans to expand to 100,000 square feet and accommodate up to five production lines for GEK engines, aiming for an initial output of 500 engines annually [1][3]. - The facility will include three small engine test cells, operational by 2027, supported by grant funding from the State of Oklahoma [4]. Job Creation and Economic Impact - The initial engine line is projected to create 60 high-quality jobs, with recruitment starting in late 2025 and general hiring in Q1 2026; each additional production line is expected to add approximately 45 new jobs [4]. - Local and state officials highlight the facility's significance for American workers and national defense, reinforcing Oklahoma's role as a hub for innovative defense technology [6]. Strategic Importance - The facility aligns with Kratos' strategy to deliver high-performance, cost-effective propulsion systems to meet the growing demands of defense customers [5][6]. - The investment reflects a commitment to strengthening America's industrial base and supporting the Department of Defense and allied forces [6].

Core Insights - Freedom Holding Corp. reported a 23% increase in revenue for the fiscal year ending March 31, 2025, reaching $2.05 billion, up from $1.67 billion the previous year, indicating strong operational performance and customer growth across all sectors [2][8] - The company is transitioning towards a unified digital ecosystem that integrates various financial services, enhancing customer experience and operational efficiency [3][9] Financial Performance - Total assets increased to $9.9 billion, reflecting robust growth in the company's financial operations [2] - The insurance segment saw a significant increase in underwriting income, up 134% to $617.6 million, driven by high demand for pension and accident insurance products [4] - The brokerage division generated $717.3 million in revenue, while the banking segment posted $506.1 million [4] - Fee and commission income rose by 15% to $505.0 million, with brokerage services income increasing by 29% to $430.1 million [8] - Interest income increased to $864.5 million, a 4% rise, supported by margin lending and an expanded loan portfolio [8] Customer Growth - The number of brokerage accounts reached 683,000, a 29% year-on-year increase, while active accounts surged by 57% to over 151,000 [8] - The number of bank clients more than doubled to 2.5 million, and insurance customers reached 1.17 million, reflecting rising demand for integrated financial services [8] Strategic Initiatives - The company is investing significantly in developing its digital ecosystem, including the launch of Freedom Telecom and new media projects [5][6] - The focus remains on scaling technology, expanding geographically, and enhancing customer experience through artificial intelligence and product personalization [9] Market Position - Freedom Holding Corp. has a market capitalization exceeding $8 billion as of March 31, 2025, and operates in 22 countries [12]

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Core Viewpoint - Terranet AB has successfully completed a rights issue that was oversubscribed, raising approximately SEK 15 million before issue costs, indicating strong shareholder confidence in the company's future development [2][3][5]. Rights Issue Outcome - The subscription period for the rights issue ended on June 11, 2025, with 10,349,896 units subscribed for with unit rights, representing about 74.6% of the rights issue [3]. - An additional 4,704,934 units were subscribed without unit rights, corresponding to approximately 33.9% of the rights issue, leading to a total subscription of 15,054,830 units, or approximately 108.5% of the rights issue [2][3]. Financial Impact - The rights issue will increase the number of shares by 166,568,568 B-shares, raising the total share capital from SEK 14,715,191.82 to SEK 16,380,877.50 [7]. - If all warrants of series TO9 B are exercised, the number of shares will further increase by 83,729,677 B-shares, raising the share capital to SEK 17,218,174.270 [8]. Warrants and Trading - Each warrant of series TO9 B allows the holder to subscribe for one new B-share at a price of SEK 0.18, with the subscription period set from December 1, 2025, to December 15, 2025 [9]. - Trading in paid subscribed units (BTU) will occur on Nasdaq First North Premier Growth Market until June 30, 2025, or until conversion into B shares and warrants [10]. Company Development - The proceeds from the rights issue will enable the company to advance its product and business development, particularly in the commercialization of its anti-collision system, BlincVision [6]. - Terranet aims to enhance urban traffic safety through innovative solutions for Advanced Driver Assistance Systems (ADAS) and Autonomous Vehicles (AV) [14].

OpenAI 在通向 AGI（通用人工智能）的五大阶段中，将 「 组织级 」 智能列为最终目标：即 AI 能像一个组织般管理复杂流程、决策高层任务、协调大规 模操作。 近两年来，大量多智能体系统（Multi-Agent Systems, MAS）研究陆续涌出，不断朝这这一里程碑迈进。 为了推动该领域加速健康发展，由上海交通大学、上海 AI 实验室、牛津大学、普林斯顿大学、Meta 等十个机构联合推出的 MASLab，带来 首个统一、全 面、研究友好的大模型多智能体系统代码库： 论文地址：https://arxiv.org/pdf/2505.16988 代码地址：https://github.com/MASWorks/MASLab 「一键横评」「快速上手」「复现无忧」 你是否也曾： 那你一定不能错过 MASLab！ MASLab 有多好用？ MASLab 统一化集成了超过 20 种主流 MAS 方法 ，涵盖过去两年内各大顶会的成果、多个领域、多种任务类型。并且每种方法都经过研究者们 逐步输出 比对 ，确保过程和结果严格遵循原始实现！ | No. | Methodology | Venue | Role | To ...

Toronto, ON , June 12, 2025 (GLOBE NEWSWIRE) -- In a decisive move to fortify Canada’s national security capabilities, Prime Minister Mark Carney has announced an $80 billion long-term defence investment package focused on technological modernization, domestic industrial capacity, and unmanned aerial systems (UAS). This landmark announcement, inclusive of robust support for drone development and Canadian manufacturing, marks a generational shift in federal defence procurement strategy. Draganfly Inc. (NASDA ...