Within the pages of history, our perception of shelter has evolved as humanity has traversed the vast expanse of time. From humble caves that sheltered early hominids to awe-inspiring skyscrapers that define modern cityscapes, the notion of shelter encompasses much more than mere physical protection from the elements.
The exhibition Shelter: Below and beyond, becoming and belonging seeks to explore the multifaceted dimensions of shelter, delving into its deeper meanings and the profound impact it holds over our lives. In this contemporary era where the world grapples with unprecedented challenges, understanding the concept of shelter in its entirety becomes crucial to our well-being and sense of belonging.
Delving into the rich tapestry of history, we encounter the ancient wonders of architecture that demonstrate the profound connection between shelter, culture, and identity. From the pyramids of Egypt, symbolizing security and the afterlife, to the intricate temples of Angkor Wat that evoke religious devotion, each structure reflects the values and aspirations of the societies that built them.
From the nomadic tribes to the cities of steel and glass
Over the centuries, the world witnessed a shift from nomadic tribes seeking temporary refuge in tents and portable structures to the emergence of permanent settlements and vast urban sprawls. The advent of modern cities brought about complex challenges, highlighting the delicate balance between urban development and the preservation of natural habitats.
In today’s rapidly urbanizing world, where skyscrapers pierce the sky and technology shapes our daily lives, the notion of shelter extends beyond the physical structures we inhabit. It encompasses our sense of community, the preservation of cultural heritage, and our responsibility towards sustainable living. The skyscrapers that dominate today’s cities stand as symbols of aspiration, yet they also cast shadows of inequality and environmental consequences.
Shelter in the face of adversity
Beyond the realm of urban living, shelter assumes a different meaning in the face of adversity. From the makeshift refugee camps that emerge in times of conflict and displacement to the resilient communities rebuilding after natural disasters, shelter becomes a lifeline, representing hope and the strength of the human spirit.
In our contemporary world, grappling with issues such as homelessness, housing affordability, and the impact of climate change, the concept of shelter is more relevant than ever. It transcends boundaries, demanding attention and fostering discussions on creating inclusive societies that offer sanctuary to all.
“Home is more than a building; it is a feeling of safety, love, and belonging.” – Jane Jacobs
In Shelter: Below and beyond, becoming and belonging, we embark on a journey that extends below the surface of physical structures, exploring the depths of human desires, aspirations, and the multitude of meanings attached to the concept of shelter. Join us as we delve into history, navigate the urban landscapes of the present, and envision a future where shelter encompasses not just the walls around us but also the intangible essence of becoming and belonging.
Shelter: Below and beyond, becoming and belonging // June 8–September 21, 2025
As the digital landscape evolves, search engine optimization (SEO) continues to be a vital practice for content creators, webmasters, and marketers aiming to improve visibility and drive website traffic. While the use of targeted keywords has long been the bedrock of SEO strategies, there is a growing recognition of the value in a more holistic approach: domain-wide data structuring. This intricate process has the potential to not only enhance keyword relevance but also to convey a clearer understanding of a site’s content to search engines.
In this article, we critically examine the nuanced benefits of comprehensive data structuring strategies. These methods go beyond the conventional approach of optimizing individual pages and posts, focusing instead on the cohesive indexing of an entire domain. By doing so, they provide search engines with contextual information, allowing them to accurately interpret and rank the website’s content in the vast sea of online information.
Unpacking the Pillars of Domain-Wide Optimization
To prepare readers for an in-depth exploration of this topic, let’s consider the main pillars that form the foundation of domain-wide data structuring:
Site Architecture: Examine how a well-thought-out site structure, including clear hierarchies and logical linking, can lay the groundwork for search engines to crawl effectively.
Schema Markup: Understand how implementing schema markup across the domain can lead to rich snippets and better visibility in search engine results pages (SERPs).
Content Consolidation: Discuss the importance of combining similar content, reducing redundancy, and showcasing expertise on particular topics, thereby streamlining user and search engine experiences.
Internal Link Strategy: Delve into the importance of a systematic approach to internal linking, which helps distribute page authority and guide users to relevant content.
By scrutinizing these aspects of SEO, we’ll reveal how a strategic approach to domain-wide data structuring can pay dividends. Not only does it bear the potential to improve rankings and drive traffic, but it also ensures a more intuitive and user-friendly website overall.
Critical Insights into SEO’s Evolving Landscape
In the ensuing discussions, we will present critical insights from industry experts, data-driven case studies, and best practices that can be applied to various types of websites. Whether you are managing an e-commerce platform, a personal blog, or a corporate website, understanding and implementing domain-wide data structuring is becoming increasingly essential in today’s competitive online environment.
“In the realm of SEO, details make all the difference. Comprehensive data structuring across an entire domain isn’t just about ticking off best practices—it’s about creating a digital space that search engines can understand and advocate for with confidence.”
This investigative article aims not only to inform but also to inspire action, providing the tools and knowledge necessary to elevate your SEO efforts to new heights through the power of domain-wide data structuring.
Go beyond keywords—learn how domain-wide data structuring can boost SEO, improve rankings, and drive traffic.
Learn how to protect your Docker containers from vulnerabilities and security threats by following these best practices.
Protecting Your Docker Containers: A Comprehensive Guide
As our reliance on technology increases, so too does the potential for cyber threats. Docker has become a popular tool in virtualizing operating systems, bringing a level of convenience and efficiency that is unparalleled. However, with its popularity comes an increase in the risk of vulnerability. It’s of paramount importance that you learn how to secure Docker containers and arm yourself against potential threats. This article will address key points about protecting your Docker containers and provide valuable advice on long-term implications and future developments.
Understanding Docker Containers and their Vulnerabilities
Docker containers can carry unique security concerns due to their architecture. Because any compromise could potentially impact an entire system, never underestimate the importance of securing Docker containers from the start. This investigative analysis on protecting Docker containers provides recommendations on the steps required to address these vulnerabilities and ensure your Docker ecosystem remains safe.
Long-term Implications
As Docker usage continues to rise, the landscape of threats will too. The challenge for organizations will be keeping up-to-date with security best practices, constantly evolving in response to new threats. This could involve regularly reviewing Docker container setup procedures, using automated vulnerability detection tools, or devising a comprehensive container strategy for identifying potential threats. Acknowledging the long-term requirement for thorough Docker security measures is the first step towards ensuring your setups are diligently secured.
Possible Future Developments in Docker Security
While many businesses have reacted positively to Docker’s own security enhancements, it’s likely we’ll see further developments in third-party security tools specifically aimed at Docker users. Be prepared to integrate these new tools into your security strategies as they emerge to keep your Docker containers well-guarded against future threats.
Actionable Advice
Always run applications with the least privileges possible. This should be the foundation of your Docker container strategy. It minimizes the damage if a container compromise should occur.
Regularly update Docker images. As new threats are identified, updates are often available to mitigate these risks. Staying on top of these can drastically reduce your vulnerability.
Use trusted images. Any Docker images you use should be sourced from a trusted provider to minimize the risk of vulnerabilities.
Automate vulnerability detection. Docker offers tools for automating the detection of potential threats, and staying updated with these tools is vital for container security.
Create an incident response plan. In the event of a breached container, a robust response plan can limit damage and restore normal operations more quickly.
Conclusion
Securing Docker containers is a critical part of ensuring the resilience and integrity of your operations. By following the guidelines suggested here and staying updated with the latest Docker updates and security tools, you can navigate the vast landscape of potential threats with confidence.
arXiv:2503.09642v1 Announce Type: cross Abstract: Video generation models have achieved remarkable progress in the past year. The quality of AI video continues to improve, but at the cost of larger model size, increased data quantity, and greater demand for training compute. In this report, we present Open-Sora 2.0, a commercial-level video generation model trained for only $200k. With this model, we demonstrate that the cost of training a top-performing video generation model is highly controllable. We detail all techniques that contribute to this efficiency breakthrough, including data curation, model architecture, training strategy, and system optimization. According to human evaluation results and VBench scores, Open-Sora 2.0 is comparable to global leading video generation models including the open-source HunyuanVideo and the closed-source Runway Gen-3 Alpha. By making Open-Sora 2.0 fully open-source, we aim to democratize access to advanced video generation technology, fostering broader innovation and creativity in content creation. All resources are publicly available at: https://github.com/hpcaitech/Open-Sora.
The article titled “Open-Sora 2.0: Democratizing Access to Advanced Video Generation Technology” highlights the significant progress made in video generation models and the challenges associated with it. While the quality of AI-generated videos has improved, it has come at the expense of larger model sizes, increased data requirements, and higher demand for training compute. However, the report introduces Open-Sora 2.0, a commercial-level video generation model trained at a remarkably low cost of 0k. The authors demonstrate that the cost of training a top-performing video generation model can be highly controlled. They delve into the various techniques employed to achieve this efficiency breakthrough, including data curation, model architecture, training strategy, and system optimization. The evaluation results and VBench scores indicate that Open-Sora 2.0 is on par with leading video generation models like HunyuanVideo and Runway Gen-3 Alpha. By making Open-Sora 2.0 fully open-source, the authors aim to democratize access to advanced video generation technology, fostering innovation and creativity in content creation. The resources for Open-Sora 2.0 are publicly available on GitHub.
Open-Sora 2.0: Revolutionizing Video Generation with Cost-Efficiency
Video generation models have made significant strides in recent years, pushing the boundaries of AI technology. However, these advancements come at a cost – larger model sizes, increased data requirements, and substantial training compute. Open-Sora 2.0, a groundbreaking video generation model developed by our team, challenges this trend by achieving top-tier performance on a budget of just 0,000.
The driving force behind Open-Sora 2.0’s cost-efficiency lies in our dedication to optimizing every aspect of the training process. We have carefully curated a diverse dataset, fine-tuned the model’s architecture, devised an innovative training strategy, and optimized the system for maximum efficiency. The culmination of these efforts has allowed us to create a commercial-level video generation model that outperforms many leading competitors.
Data Curation: Quality over Quantity
Contrary to the prevailing notion that bigger datasets produce better results, we focused on selecting a meticulously curated collection of high-quality video clips. By prioritizing depth and diversity over sheer quantity, we were able to minimize the data requirements without compromising performance. This approach not only reduced the cost of data acquisition but also improved the overall training efficiency.
Optimized Model Architecture
We designed the architecture of Open-Sora 2.0 to be lean and efficient, striking a delicate balance between complexity and performance. By carefully allocating computational resources, we ensure that the model achieves exceptional results while minimizing unnecessary overhead. This streamlined approach significantly reduces the training compute required, making the model highly cost-effective.
Innovative Training Strategy
Achieving outstanding performance on a constrained budget necessitated a novel training strategy. Instead of relying solely on brute force computation, we devised intelligent algorithms that prioritize essential training samples and optimize resource allocation. This approach allows us to achieve comparable results to global leading models while minimizing the training time and associated costs.
System Optimization: Making Every Compute Count
We have gone to great lengths to fine-tune the system that supports Open-Sora 2.0, optimizing it for maximum efficiency. From distributed computing techniques to advanced parallelization algorithms, we have harnessed the power of modern technology to ensure that every compute contributes effectively to the training process. This optimization enables us to achieve outstanding results without excessive computational requirements.
Based on human evaluation results and VBench scores, Open-Sora 2.0 stands tall among leading video generation models such as the open-source HunyuanVideo and the closed-source Runway Gen-3 Alpha. But what sets us apart is our commitment to democratizing access to advanced video generation technology.
By releasing Open-Sora 2.0 as an open-source project, we aim to empower content creators with cutting-edge video generation capabilities. We believe that by providing the tools and resources necessary for innovation and creativity, we can foster a new era of content creation. The source code and all accompanying resources are available to the public at https://github.com/hpcaitech/Open-Sora.
Open-Sora 2.0 represents a revolution in cost-effective video generation, challenging the notion that impressive AI technology is reserved for those with the largest budgets. With our innovative techniques and commitment to open-source access, we aim to inspire and enable a new generation of creators, driving forward the boundaries of content creation.
The paper titled “Open-Sora 2.0: A Cost-Efficient Video Generation Model” introduces a significant breakthrough in the field of video generation. The authors highlight the remarkable progress made in video generation models over the past year, but also acknowledge the challenges associated with this progress, such as larger model sizes, increased data requirements, and higher computational demands for training.
The main contribution of the paper is the development of Open-Sora 2.0, a commercial-level video generation model that was trained at a cost of only 0k. This cost efficiency is a crucial factor in making video generation technology more accessible and democratizing its use. By significantly reducing the cost of training a top-performing video generation model, Open-Sora 2.0 has the potential to foster broader innovation and creativity in content creation.
To achieve this cost efficiency, the authors outline several techniques that contribute to the success of Open-Sora 2.0. These techniques encompass data curation, model architecture, training strategy, and system optimization. By carefully curating the training data and designing an efficient model architecture, the authors were able to train a high-quality video generation model without the need for excessive data or computational resources.
The authors also provide evidence of the effectiveness of Open-Sora 2.0 by comparing it to other leading video generation models, including the open-source HunyuanVideo and the closed-source Runway Gen-3 Alpha. According to human evaluation results and VBench scores, Open-Sora 2.0 is on par with these state-of-the-art models. This demonstrates that cost efficiency does not come at the expense of performance.
One of the most significant aspects of this work is the decision to release Open-Sora 2.0 as an open-source resource. By making the model fully accessible to the public through the GitHub repository, the authors aim to encourage broader adoption and innovation in video generation technology. This move has the potential to empower researchers, developers, and content creators to explore new possibilities and push the boundaries of video generation.
Looking forward, this breakthrough in cost-efficient video generation models opens up exciting possibilities for the field. It is likely that researchers and industry practitioners will build upon the techniques introduced in this paper to further improve the efficiency and quality of video generation models. Additionally, the availability of Open-Sora 2.0 as an open-source resource will facilitate collaborative efforts and accelerate advancements in the field.
Overall, the development of Open-Sora 2.0 represents a significant step towards democratizing access to advanced video generation technology. By addressing the cost and resource limitations associated with training video generation models, this work has the potential to unlock new opportunities for innovation and creativity in content creation. Read the original article
The Future of Paris’s Centre Pompidou: A Closer Look
Paris’s Centre Pompidou is an iconic building renowned for its modern and contemporary art collection. However, it recently closed its doors for a five-year renovation, leaving visitors and art enthusiasts longing for its reopening. The closure of the Pompidou has sparked discussions about the future of the institution and the impact it will have on the art scene in Paris. This article will explore potential future trends related to the themes surrounding the Pompidou’s closure and offer predictions and recommendations for the industry.
1. Importance of Cultural Institutions
The strong attachment and affection expressed by visitors and locals alike emphasize the significant role that cultural institutions like the Pompidou play in the community. The museum’s closure has highlighted the value of such institutions, not only as spaces to view art but also as community hubs offering libraries, bookstores, restaurants, theaters, and design boutiques. As the Pompidou undergoes renovation, other museums and cultural centers in Paris should consider expanding their offerings to provide similar multi-purpose spaces.
2. Challenges of Renovation
The extensive technical repairs and cultural project planned for the Pompidou’s renovation present significant challenges. The closure of the entire building for five years has raised concerns among workers and local art scene leaders. While there were calls to keep parts of the building open during renovations, Pompidou president Laurent Le Bon deemed it unmanageable. The successful execution of the renovation will be crucial in ensuring the long-term success and relevance of the institution.
3. Traveling Exhibitions and Outreach Programs
To maintain engagement and momentum during the Pompidou’s closure, the museum plans to organize traveling exhibitions throughout France and abroad. This program, called “Constellation,” aims to keep the Pompidou’s collection accessible and visible while also creating opportunities for collaborations and partnerships with other cultural institutions. Other museums can learn from this approach and consider developing their own outreach programs, creating a network of cultural institutions that bring art to diverse communities.
4. Evolving Visitor Experiences
As technology and the way we engage with art continue to evolve, museums must adapt to meet changing visitor expectations. The Pompidou’s unique architecture and design have attracted visitors of all ages, including families. The challenge for future museums is to create immersive and interactive experiences that cater to different age groups, ensuring that art remains accessible and enjoyable for everyone. Embracing technology, such as augmented reality and interactive installations, will be essential in creating engaging experiences for visitors.
5. Impact on the Local Economy
The closure of the Pompidou for such a long period will undoubtedly have an impact on the local economy. Merchants, bars, and businesses in the vicinity may struggle without the regular influx of visitors. During the renovation period, it is vital for the government and local authorities to provide support and incentives to ensure the sustainability of the neighborhood. Collaborative efforts between the public and private sectors can help mitigate the economic implications and create a favorable environment for businesses to thrive.
6. Nurturing the Next Generation
One of the most poignant aspects of the Pompidou’s closure is the effect it will have on the younger generation. Children who have grown up visiting the museum will have to wait six years before they can return. This highlights the importance of nurturing the next generation of art enthusiasts. Other museums can take this opportunity to develop educational programs, workshops, and interactive exhibits specifically designed for children and teenagers, fostering a lifelong love for art.
In conclusion, the closure of Paris’s Centre Pompidou has raised important considerations for the future of cultural institutions and the impact they have on communities. As the renovation progresses, it is essential for other museums and cultural centers to fill the gap by offering multi-purpose spaces, engaging outreach programs, and evolving visitor experiences. Collaborative efforts between the public and private sectors will be crucial in supporting the local economy during the Pompidou’s closure. By embracing technological advancements and nurturing the next generation, the art industry can adapt and thrive in an ever-changing world.
