Latest news with #embedding
Web Release
5 days ago
- Business
- Web Release
300 Companies Complete the Impact Declaration through the Sustainable Impact Digital Portal
Majra– National CSR Fund announced that nearly 300 companies have successfully completed the mandatory Impact Declaration through the Sustainable Impact Digital Portal. This milestone marks a significant step in embedding sustainability and governance principles across the private sector and represents the first phase in the process of applying for the Impact Seal, a federal recognition for companies demonstrating measurable contributions to the UAE's sustainable development. The Impact Declaration serves as a unified federal tool to assess a company's disclosure of Environmental, Social, and Governance (ESG) efforts, Corporate Social Responsibility (CSR) practices, and actual contributions to the UAE community—be it financial, in-kind, or volunteer-based. Commenting on this development, Sarah Shaw, CEO of Majra, noted that the increasing engagement with the Impact Declaration and applications for the Impact Seal reflect a growing institutional commitment within the private sector toward transparency and measurable action. She stated, 'At Majra, we are building a nationwide institutional environment grounded in documentation, impact measurement, and results-driven partnerships. Through the Sustainable Impact Digital Portal, we empower companies to transform their commitments into measurable contributions that serve society and advance the UAE's vision for sustainable corporate responsibility.' In parallel with this growing participation, Majra received approximately 160 applications for the second cycle of the Impact Seal through the digital portal. The applications included around 100 from small and medium-sized enterprises (SMEs)and 60 from large corporates—demonstrating increased interest from all economic sectors in formalizing their impact and enhancing institutional competitiveness. The Impact Seal is awarded across two official categories: one for large companies and a newly introduced category dedicated to SMEs, aligned with the UAE's National SME Agenda. The Seal is granted in three tiers—Platinum, Gold, and Silver—based on the scope and depth of corporate impact and sustainability practices. Launched in late 2024, the Sustainable Impact Digital Portal serves as an integrated national platform enabling companies to submit declarations and applications in a streamlined and unified manner. The portal also provides access to a suite of services offered by Majra, including the documentation and accreditation of CSR and sustainability projects, certified workshops, specialized studies, and capacity-building programs tailored to institutional needs. It ensures alignment with national priorities and global sustainability standards. Obtaining the Impact Seal offers companies a comprehensive range of strategic and regulatory benefits. It represents official federal-level recognition for excellence in ESG, CSR, and sustainability, elevating corporate credibility and public image at both local and international levels. The Seal reinforces stakeholder and investor trust through a certified endorsement from a UAE government entity and grants companies' priority access to government-led initiatives, policy development circles, and high-level partnership opportunities. It also supports institutional branding through authorized promotional use of the Seal emblem and strengthens internal performance by enabling companies to review and improve their sustainability indicators and systems. All achievements are recorded and made visible through the portal, contributing to a transparent national repository of impact and facilitating integration into the wider sustainability ecosystem in the UAE. This upward trend in corporate participation confirms the success of the federal impact measurement framework in fostering a culture of responsible business, enabling verified tracking of private sector contributions, and directing them toward national priorities in line with global ESG and sustainability benchmarks.
Hans India
01-08-2025
- Business
- Hans India
OU bags prestigious ACE-2025 Award at India Circular Economy Forum
Hyderabad: Osmania University has been honored with the prestigious ACE-2025 Award in the Higher Education Institute (HEI) category at the India Circular Economy Forum Meet held on Thursday in Gurugram. The award was accepted by Prof. Kumar Molugaram, Vice-Chancellor of Osmania University, in recognition of the institution's exemplary commitment to sustainability, innovation, and leadership in advancing the circular economy. The ACE-2025 Awards celebrate institutions that demonstrate outstanding contributions to promoting circularity through education, research, and actionable initiatives. In his acceptance speech, Prof. Kumar Molugaram stated, 'It is a profound honor to accept the ACE-2025 Award on behalf of Osmania University. This recognition reaffirms our unwavering commitment to embedding sustainability and circularity into the very fabric of academia. As a pioneering Green Campus, we have transformed principles into practice by integrating the circular economy and Sustainable Development Goals (SDGs) across disciplines while championing groundbreaking research. The university is also operating a biogas plant that processes 2 tonnes of food waste per day (supported by KPMG and SAAHAS NGO), converting waste from 17 kitchens into clean energy and nutrient-rich slurry for green spaces. We are also implementing rigorous policies for solid waste management, e-waste management, and energy sustainability.' Furthermore, he added, 'This award is not an endpoint but a catalyst. It energizes our resolve to expand initiatives, foster collaborations, and inspire the next generation of leaders in the circular economy.' Prof. Kumar also commended the Centre for Biodiversity and Conservation Studies, led by Prof. C. Srinivasulu, for its crucial role in advancing sustainable development goals and circular economy practices. Osmania University is a premier institution of higher education in India, renowned for its academic excellence and research contributions. As a leader in sustainability, the university continues to integrate eco-conscious practices into its operations, curriculum, and community outreach.
Arabian Post
06-07-2025
- Business
- Arabian Post
UAE Unveils First Global Framework for Hybrid Air Operations
A landmark regulation issued by the UAE General Civil Aviation Authority introduces the world's first official framework enabling electric Vertical Take-Off and Landing aircraft and conventional helicopters to operate interchangeably using the same infrastructure. This innovation positions the nation at the forefront of the global Advanced Air Mobility revolution, merging cutting-edge technology with established aviation systems. At the heart of this framework lies the decision to permit eVTOLs, commonly known as flying taxis, to utilise existing helipads across the UAE's urban clusters. More than 70 such landing sites now fall under the new regulation, dramatically reducing the need for fresh infrastructure and greatly accelerating deployment timelines. The unified use of helipads also promises lower capital expenditure and simpler implementation for operators seeking entry into the nascent aerial market. GCAA Director‑General Saif Mohammed Al Suwaidi explained that the framework not only accommodates emerging technologies but 'redefines how aviation evolves,' reinforcing the UAE's commitment to innovation and ecosystem readiness. His remarks underscore a broader government directive aimed at embedding agile, efficient, and non-bureaucratic solutions across strategic industries. ADVERTISEMENT The framework's architecture builds on CAR AGA PART VFI, a comprehensive regulatory tool establishing unified design and operational standards for vertiports, heliports, and helidecks. It includes protocols for eVTOL charging infrastructure, visual navigational systems, and emergency response measures such as rescue and fire‑fighting capabilities. Critical roles in operations—ranging from flight‑line officers to fire response teams—have also been codified with clear competency benchmarks and accountability pathways. The GCAA's hybrid regulation emerges from collaborative efforts with global AAM stakeholders, aimed at aligning with the UAE's long‑term strategy for a sustainable, intelligent transport network. Aqeel Al Zarouni, Assistant Director‑General for Aviation Safety Affairs, emphasised that the regulation enhances regulatory flexibility without compromising safety standards—a principle central to the authority's mandate. This policy shift dovetails with technological advances already underway in major emirates. Abu Dhabi recently conducted a test flight of an autonomous eVTOL taxi from the Cruise Terminal helipad, flying over the city marina—an example of utilisation within the shared‑infrastructure model. Dubai followed with its first Joby Aviation eVTOL flight at the Jetman test facility near Margham, as part of preparations for a commercial launch slated for early 2026. Joby's aircraft, which seats five and reaches cruising speeds of up to 200 mph with a range of approximately 150 miles, has received a six‑year exclusive operating pact from Dubai's Roads and Transport Authority. This pact includes use of multiple vertiports—such as Dubai International Airport and Palm Jumeirah—and forms part of wider FAA certification steps in the United States. Dubai RTA Director‑General Mattar Al Tayer highlighted the potential benefits to city travel, pointing out that routes like Dubai International Airport to Palm Jumeirah could be slashed to a 12‑minute journey versus 45 minutes by road. The shared helipad concept under the new framework leverages this advantage, enabling swift service roll‑out via existing infrastructure. Challenges remain, particularly concerning integration with current air traffic management systems, nocturnal flight regulations, noise standards, and the electrification of landing facilities. The GCAA's PART VFI addresses these by establishing emergency planning protocols, licensing pathways for Primary Accountable Organisations to manage landing zones, and registering infrastructure compliance. Global authorities, including the FAA and EASA, are expected to monitor the UAE's deployment closely, as the country acts as a de facto proving ground for AAM. If successful, the UAE model could serve as a template for urban air mobility frameworks worldwide—bridging the gap between innovation and practical implementation. Momentum within the UAE's AAM sector is evident: multiple eVTOL developers, including Archer Aviation and EHang, are entering the market. Their strategies focus on retrofitting existing helipads with charging and support systems tailored to eVTOLs. Archer's CCO, Nikhil Goel, highlighted the cost-effectiveness of this approach, noting that ramping up with current helipad assets demands 'minimal capital'.
Geeky Gadgets
04-07-2025
- Business
- Geeky Gadgets
Unlock Next-Level RAG Performance with the Jina v4 Embedding Model
What if the key to unlocking next-level performance in retrieval-augmented generation (RAG) wasn't just about better algorithms or more data, but the embedding model powering it all? In a world where precision and adaptability are paramount, choosing the right embedding model can mean the difference between fantastic insights and frustrating inefficiencies. Enter Jina v4—a model that doesn't just keep up with the demands of modern RAG systems but redefines what's possible. With its multimodal and multilingual capabilities, Jina v4 isn't just another tool; it's a fantastic option for industries tackling complex, data-rich challenges. Prompt Engineering uncovers why Jina v4 stands out as the ultimate embedding model for RAG. From its ability to seamlessly integrate text and images into a unified space to its task-specific adaptability and storage efficiency, Jina v4 offers a suite of features designed to tackle even the most intricate workflows. Whether you're optimizing search systems, enhancing content generation, or managing multilingual datasets, this model promises to deliver results that go beyond expectations. But what makes it truly unique? Let's explore the innovations that set Jina v4 apart and why it might just be the embedding solution you didn't know you needed. Jina v4 Embedding Overview Multimodal and Multilingual Excellence Jina v4 is engineered to integrate diverse data types, combining text and image inputs into a unified embedding space. This capability allows you to handle complex queries that involve multiple modalities, such as searching for text descriptions of images or retrieving images based on textual input. Supporting 29 languages, the model ensures global applicability, making it an ideal choice for multilingual use cases. Additionally, it processes high-resolution images up to 20 megapixels, allowing the embedding of intricate visual data with remarkable accuracy. This multimodal and multilingual design makes Jina v4 particularly effective for industries requiring cross-lingual and cross-modal retrieval, such as e-commerce, media, and research. By embedding text and images in the same space, the model simplifies workflows and enhances the precision of search results. Advanced Embedding Features Jina v4 introduces a range of advanced features that enhance both its accuracy and flexibility: Dense and Multi-Vector Representations: Dense embeddings provide compact, efficient representations, while multi-vector options offer detailed and granular data encoding for more complex tasks. Dense embeddings provide compact, efficient representations, while multi-vector options offer detailed and granular data encoding for more complex tasks. Adjustable Embedding Sizes: The model supports dimensions ranging from 128 to 2448, allowing you to balance computational efficiency and performance based on your specific requirements. The model supports dimensions ranging from 128 to 2448, allowing you to balance computational efficiency and performance based on your specific requirements. Long-Context Support: With the ability to process up to 32,000 tokens, Jina v4 ensures that large documents or extended conversations retain their contextual relevance. With the ability to process up to 32,000 tokens, Jina v4 ensures that large documents or extended conversations retain their contextual relevance. Late Chunking: This feature segments data only when necessary, preserving the integrity of the context for more accurate embeddings. These features collectively make Jina v4 a versatile tool, capable of addressing a wide variety of embedding challenges. Whether you are working with short queries or extensive datasets, the model's adaptability ensures optimal performance. Best Embedding Model You Need for RAG Watch this video on YouTube. Here are more guides from our previous articles and guides related to Multimodal embedding that you may find helpful. Task-Specific Adaptability Jina v4's adaptability is further enhanced by its use of Low-Rank Adaptations (LoRAs), which are task-specific adapters designed to fine-tune the model for specialized applications. These adapters allow you to optimize embeddings for tasks such as text retrieval, code search, or classification. By tailoring the model to your unique requirements, you can achieve improved accuracy and efficiency across a wide range of use cases. This task-specific flexibility is particularly valuable for organizations with diverse needs. For example, a company might use Jina v4 to power a multilingual customer support chatbot, while simultaneously employing it for internal code search and document retrieval. The ability to fine-tune the model for each task ensures consistent, high-quality results. Efficiency and Storage Optimization One of Jina v4's most notable strengths is its focus on efficiency. By generating fixed-size vector outputs, the model significantly reduces storage requirements compared to traditional multi-vector approaches. This is a critical advantage for large-scale applications, where storage costs can quickly become prohibitive. Additionally, the model's ability to embed text and images in the same space streamlines multimodal RAG pipelines, reducing the complexity of processing and retrieval workflows. For organizations managing extensive datasets, this efficiency translates into tangible cost savings and operational improvements. By minimizing storage demands without compromising performance, Jina v4 enables scalable solutions for even the most resource-intensive tasks. Applications and Use Cases Jina v4's versatility makes it suitable for a wide range of applications, including: Retrieval-Augmented Generation: Enhances the quality of generated content by retrieving relevant data to inform responses or outputs. Enhances the quality of generated content by retrieving relevant data to inform responses or outputs. Text Matching and Topic Clustering: Assists accurate categorization and similarity analysis for content organization and discovery. Assists accurate categorization and similarity analysis for content organization and discovery. Code Retrieval: Optimizes search and retrieval processes in programming-related tasks, improving developer productivity. Optimizes search and retrieval processes in programming-related tasks, improving developer productivity. Multimodal Search Systems: Combines text and image queries to deliver comprehensive and precise search results. These use cases highlight the model's ability to address complex challenges across industries, from improving customer experiences to streamlining internal operations. Technical Specifications Built on a robust 3.8 billion parameter architecture, Jina v4 features a vision-language backbone that seamlessly integrates text and image processing. This design ensures high performance across a variety of tasks, but it also demands significant computational resources. Tasks involving multi-vector representations or high-resolution image embeddings, in particular, require advanced infrastructure to achieve optimal results. Organizations considering Jina v4 should evaluate their computational capabilities to ensure they can fully use the model's potential. For those with the necessary resources, the model offers a powerful combination of performance and versatility. How Jina v4 Compares to Other Models Jina v4 sets itself apart from traditional dense embedding models and ColBERT-inspired multi-vector systems through its superior multimodal capabilities and flexibility. Competing directly with models like Nvidia's NeMo Retriever, Jina v4 offers additional features such as adjustable embedding sizes and task-specific adapters, providing greater control and customization. These enhancements make it a compelling choice for embedding processes, particularly for organizations seeking a model that can adapt to diverse and evolving needs. Challenges to Consider While Jina v4 offers numerous advantages, it is not without challenges. Its high computational requirements, particularly for tasks involving multi-vector representations and image embeddings, may pose a barrier for smaller organizations or those with limited resources. However, for organizations equipped to meet these demands, the model delivers unmatched performance and versatility. By carefully assessing your infrastructure and resource availability, you can determine whether Jina v4 is the right fit for your needs. For those who can accommodate its requirements, the model's benefits far outweigh its challenges, making it a valuable investment in advanced embedding technology. Media Credit: Prompt Engineering Filed Under: AI, Top News Latest Geeky Gadgets Deals Disclosure: Some of our articles include affiliate links. If you buy something through one of these links, Geeky Gadgets may earn an affiliate commission. Learn about our Disclosure Policy.
Daily News Egypt
28-06-2025
- Business
- Daily News Egypt
Roche and Egypt's UPA sign MoU on sustainable healthcare procurement
Roche Diagnostics Egypt has signed a Memorandum of Understanding (MoU) with the Egyptian Authority for Unified Procurement (UPA) to help integrate environmental sustainability into the country's healthcare procurement system. The collaboration is aimed at supporting the UPA in embedding green procurement principles and sustainability frameworks across all phases of its healthcare procurement lifecycle, from planning and acquisition to waste management. The initiative is aligned with Egypt's Vision 2030 for Sustainable Development and its national goals for environmental stewardship and resource-efficient healthcare. Under the terms of the agreement, Roche Diagnostics will provide strategic consultancy to support the UPA in embedding environmental sustainability across its procurement policies and operations. The partnership will include tailored capacity-building programmes, such as experience exchange initiatives and hands-on workshops, to equip UPA teams and other stakeholders with practical tools and global expertise. Both parties will also co-develop a comprehensive procurement guideline, aligned with international practices, to facilitate environmentally responsible decision-making throughout the healthcare supply chain. Dr. Liliane Kanaan, General Manager of Roche Diagnostics in Egypt and North Africa, commented: 'At Roche, we believe that a sustainable healthcare system is an imperative. This collaboration with UPA showcases our shared commitment to building resilient, environmentally responsible supply chains. Together, we are taking bold steps to create tangible impact by reducing the healthcare sector's environmental footprint, as well as shaping a procurement model that balances progress with planetary responsibility.' The agreement comes as environmental sustainability becomes a greater priority in policy-making and procurement for governments and international organisations, which are increasingly recognising that responsible sourcing can reduce costs and improve health outcomes. Environmentally conscious procurement can reduce harmful emissions, waste, and the use of hazardous materials, contributing to a cleaner ecosystem and fewer health risks from environmental degradation. It can also generate long-term cost efficiencies through more energy-efficient operations and streamlined supply chains, while enhancing the resilience of healthcare supply networks and encouraging innovation in eco-friendly materials and greener manufacturing practices. The partnership is consistent with Roche's global sustainability strategy, which integrates environmental, social, and economic priorities across its operations. The company has committed to achieving real zero greenhouse gas emissions by 2050 and embeds sustainability into its procurement by working with suppliers to reduce emissions and improve supply chain transparency. Roche stated that most of its total carbon emissions are linked to its supply network, leading it to invest in initiatives such as the Sustainability Supplier Engagement Programme, the Sustainable Markets Initiative (SMI), and the Pharmaceutical Supply Chain Initiative (PSCI). These platforms are designed to help Roche and its partners collectively raise industry standards. The MoU will allow the UPA to access Roche's participation in these global platforms, utilising international expertise and tested frameworks to support Egypt's sustainability agenda. By drawing on Roche's global networks, the collaboration positions Egypt to adopt procurement strategies that balance public health priorities with environmental stewardship, reinforcing Roche Diagnostics' role as a partner in developing Egypt's healthcare system.
