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DYXnet Launches AI Computing Solution – Accelerating Enterprises’ Private DeepSeek Deployment
Comprehensive “DeepSeek-in-a-Box” Powered by Dedicated NVIDIA GPU
DeepSeek has gained significant attention globally following the release of its DeepSeek-R1 model earlier this year. The model’s “Deep-Think” feature excels at tasks that require logical inference, with performance comparable to OpenAI’s ChatGPT-4o. Its cost-effective MoE architecture has lowered the threshold for enterprises developing dedicated AI systems. Additionally, the model’s open-source nature allows for creating private LLM, enabling developers to foster innovation by tailoring the model to their specific needs while enhancing security, controllability, and compliance. According to a report from CICC Investment Bank, the total sales of China’s DeepSeek AI server market are projected to reach 54 billion yuan by 2025. Approximately 5% of this demand is expected to come from sectors that handle sensitive data, such as government, finance, public services, and healthcare.
Due to the elevated demand for private DeepSeek deployments, DYXnet offers enterprise customers “DeepSeek-in-a-Box”. This AI computing solution is delivered as Infrastructure-as-a-Service (IaaS), integrating DeepSeek model deployment, computing resources, storage, and network capabilities in one package, which can be delivered in as short as 48 hours. The solution not only helps enterprises avoid the upfront costs of purchasing hardware but also guarantees complete AI technical support.
DYXnet’s DeepSeek AI computing solution is designed to tackle enterprises’ main challenges when privatizing DeepSeek models, including model deployment, fine-tuning, and application. By aligning various DeepSeek versions with the appropriate GPU resources and optimizing them through fine-tuning, ensuring optimal performance and a ready-to-use experience. DYXnet’s specialized AI team also provides professional technical support in model selection, hardware configuration, operational updates, and services such as model fine-tuning, evaluation, deployment, data management, knowledge base development, and system integration. The solution effectively meets the diverse needs of customers across different industries.
“DeepSeek-in-a-Box” is available in three packages: “Basic,” “Advanced,” and “Full Power,” corresponding to the DeepSeek-R1-Distill-Qwen-32B, DeepSeek-R1-Distill-Llama-70B, and DeepSeek-R1 models, respectively. All utilize NVIDIA RTX 4090 graphics cards or H20 chips, allowing enterprises to leverage the performance of dedicated NVIDIA GPU.
Enhance Data Transmission Quality and Security with Dedicated Line for AI
DYXnet’s parent company, VNET Group, is a leading player in the domestic data center industry and has actively transformed toward the development of AIDC (Artificial Intelligence Data Center) in recent years to meet the substantial demand from corporate clients for AI digital transformation. Leveraging VNET’s robust infrastructure resources, along with DYXnet’s 25 years of expertise in enterprise networking and its experience in integrating AI with cloud, network, and cybersecurity services, the DeepSeek AI computing solution further enriches its AI full-chain layout and responds to the urgent demand for AI innovation from enterprise customers.
DYXnet is accelerating the construction of AINet, a reliable and high-speed dedicated line for AI. With exceptional network services and a robust backbone, DYXnet enables businesses to transmit data seamlessly. It also creates a secure private computing environment for customers, maximizing the value of their data and computing resources while ensuring data security.
DYXnet is committed to working hand in hand with customers, helping enterprises seize opportunities in a rapidly changing market and achieve business innovation and growth. In the future, DYXnet will continue to optimize and upgrade its solutions to meet the evolving market demands and promote the widespread application of AI technology.
To learn more about the benefits of private DeepSeek deployment and DYXnet’s AI computing solution, please visit: https://www.dyxnet.com/hk/deepseek-in-a-box/
Hashtag: #DYXnet #AI #DeepSeek
https://www.dyxnet.com
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CyCraft Named a Sample Provider in the Gartner® Latest AI Reasoning Models Report—The Only Taiwan-Based Cybersecurity Provider Listed
Dr. Benson Wu, CEO and Co-Founder of CyCraft, stated: “We believe, being listed as a Sample Providerin the Gartner report demonstrates that the global market now views AI security as the next battlefield for AI commercialization. From day one, CyCraft has developed proprietary models, simultaneously deploying AI reasoning capabilities across three core pillars: cybersecurity defense, AI governance, and unmanned vehicle reconnaissance. Technical leadership is our starting point, not the destination. Our goal is to translate this leadership into rapid growth driven by strategic deployment and disciplined execution. Launched this year, our AI Red Teaming and AI Guardrail solutions have already been productized and commercially shipped, seeing active deployment in sectors like semiconductors and sovereign AI.”
AI Reasoning Models Drive Up Operating Costs, Restructuring Profit Logic
As AI transitions from “training models” to “reasoning models,” the industry officially moves from the research and development phase into commercial application. Reasoning models possess logical deduction, self-reflection, and complex problem-solving capabilities. However, these advanced capabilities have caused AI operational costs to skyrocket, forcing the tech industry to redefine its expectations of AI as a tool for massive cost reduction and profit maximization.
CyCraft’s XCockpit Threat Exposure Management Platform features built-in AI reasoning models that triage thousands of alerts in real time, automatically providing mitigation recommendations and effectively eliminating alert fatigue. From overall security posture scoring to specific actionable tickets for individual alerts, XCockpit transforms defensive benefits—which were historically difficult to define—into concrete, quantifiable technical metrics. This embodies CyCraft’s pragmatic philosophy: the value of defense must be visible, and it must be measurable.
Standing at the Frontier of AI Security, CyCraft Advances Commercial Implementation with Profound R&D Momentum
Deeply integrating AI with cybersecurity, CyCraft has launched XecGuard and XecART—two major AI security products deployable across both cloud and on-premises environments, both featured on the OWASP AI Security Map. These solutions directly address the core pain points of Agentic AI, LLM, and GenAI applications. XecART utilizes Agentic Red Teaming to run multi-round stress tests on models, identifying risks and generating compliance reports that adhere to international standards. Meanwhile, XecGuard acts as a real-time Guardrail for LLMs and AI Agents, intercepting anomalous inputs and outputs. One solves “how to stress-test AI,” while the other solves “how to protect AI,” providing the fundamental AI governance for enterprises.
CyCraft’s research achievements are equally outstanding. The CyCraft research team recently presented at the International Conference on Machine Learning (ICML), one of the world’s top three prestigious academic conferences for AI and machine learning. The research focused on Retrieval-Augmented Generation (RAG) Data Poisoning. Utilizing their self-developed “Eyes-on-Me” attack framework, the team proved that attacks can simultaneously breach both the retrieval and generation phases. The end-to-end average attack success rate surged from 21.9% to 57.8%. This breakthrough exposed a long-neglected vulnerable attack surface existing between “attention focus” and “model output.”
In 2025, the CyCraft research team was also selected for NeurIPS, one of the most iconic academic sanctuaries in the AI field. The team proposed an innovative “unified supervision framework” that embeds verifiable checkers into synthesized instruction-conflict instances, enabling self-supervised learning without requiring oracle labels or reasoning traces. This framework not only applies to different models but also significantly enhances both safety robustness and instruction adherence.

CyCraft believes that as AI moves from R&D to commercial deployment, the barrier for enterprises is no longer “whether they can use AI,” but “whether they can use AI responsibly.” Once Agentic AI enters financial transactions, government services, or critical infrastructure, every autonomous decision must leave a traceable path, accept auditing, and allow for real-time human intervention when necessary. This is true AI governance. It is not a compliance document, but a complete control chain stretching from pre-launch to runtime, and onto post-incident traceability.
CyCraft deconstructs this control chain into three actionable phases: XecART stress-tests model risks before deployment; XecGuard safeguards inputs and outputs during runtime; XCockpit quantifies the overall risk posture into traceable metrics. Interlocking these three components ensures that every step AI takes is visible, manageable, and auditable. CyCraft’s objective is clear: make AI behavior measurable before its value can be priced. Ultimate technical leadership must be converted into commercial resilience that is governable, auditable, and open to investor scrutiny.
The technological revolution of AI Reasoning Models and Agentic AI is an undeniable reality. The ultimate challenge lies in whether enterprises can implement “controllable, auditable, and highly transparent” AI governance within real-world commercial environments. From being recognized in international research reports to taking the stage at top-tier academic conferences, CyCraft continues to prove that from visionary R&D to product commercialization, Taiwan’s AI cybersecurity prowess helps herald the future of a secure, trusted, and prosperous AI era.
Reports
Gartner, Emerging Tech: AI Vendor Race: Reasoning Models Reshape Providers’ Approaches to AI Pricing, 5 June 2026.
Disclaimer
Gartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose. GARTNER is a trademark of Gartner, Inc. and its affiliates.
Hashtag: #CyCraftTechnology
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About CyCraft
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Enshi Suobuya Stone Forest in China Launches Rich Cultural Experiences to Welcome Southeast Asian Tourists
Geological Wonder: Exploring an Ancient Underwater World from 460 Million Years Ago
Located in Taiyanghe Township in the northwest of Enshi City, Suobuya Stone Forest is approximately a one-hour drive from the city center. The scenic area was formed during the Ordovician Period 460 million years ago. Originally covered by an ancient ocean, it gradually evolved through geological transformations over hundreds of millions of years into the extraordinary stone forest landscape seen today. Covering a total area of 21 square kilometers, the area features towering stone peaks surrounded by lush greenery, resembling a vast “underwater labyrinth.” As a “crowned stone forest” with one of the highest vegetation coverage rates in China, the scenic area enjoys a cool and pleasant average summer temperature, making it an ideal destination for summer retreats and nature-based relaxation.
The four major scenic areas currently open to visitors each have their own unique appeal. Qinglongtai serves as the highest point of the scenic area, offering panoramic views of the entire stone forest from above. Lianhuazhai features the breathtaking “Xiniugou” secret landscape, where towering cliffs on both sides and changing light and shadows create a dreamlike atmosphere. Mozigou is rich in ancient biological fossils, allowing visitors to touch traces of life from the Ordovician Period with their own hands. Jiulonghui features circular rock walls and groups of waterfalls, with stone peaks rising dramatically from the ground to create a magnificent landscape. The scenic area also features the 5D theater “Shanhaijing,” where visitors can enjoy an immersive experience of the evolution of the Ordovician ocean world. With gentle walking trails and an easy travel route, the area is suitable for families and nature exploration enthusiasts.
Cultural Feast: Immersive Experiences of Tujia Folk Traditions
Suobuya Stone Forest is not only a treasure trove of geological wonders but also an important carrier of Tujia culture. The Tujia ethnic group is one of the major ethnic minorities in the Enshi region, with a long history and distinctive cultural traditions. The “Baishou Dance” is one of the most representative folk dances of the Tujia people and has been listed as a National Intangible Cultural Heritage. The dance movements often imitate scenes such as hunting, farming, and warfare, featuring a lively rhythm. Visitors can personally participate in this cultural experience at the Tiejiazhai Square and Duigetai Stage.
The Tujia Girls’ Festival is one of Enshi’s most distinctive traditional folk festivals and has been held at Suobuya Stone Forest during the seventh month of the lunar calendar for many consecutive years. The festival is a traditional social activity where young Tujia men and women use songs as a medium for communication and dances to express emotions. It carries the unique marriage customs and collective memories of the Tujia people and has been recognized as a provincial-level intangible cultural heritage of Hubei Province and one of the “Top Ten Most Charming Festivals in China.” During the festival, the scenic area hosts a variety of activities, including matchmaking through folk songs, traditional cultural parades, and traditional handicraft exhibitions, allowing visitors to experience the rich ethnic culture amid the stone forests and mountain scenery. Suobuya Stone Forest has therefore also been recognized as the “Hometown of Chinese Folk Art” and the “Hometown of Mountain Folk Songs.”
Since 2026, the scenic area has continued to enhance its tourism products and cultural experiences. During the May Day holiday, it launched the “Exploring Wonders on Horseback · Fun in the Million-Year Stone Sea” folk culture series, featuring interactive programs such as folk song and dance flash mobs, the “Nature Guardians” activity where visitors exchange collected litter for cultural souvenirs, the immersive intangible cultural heritage experience “Stone Workers’ Chant,” and the outdoor role-playing game “Stone Forest Secret Order · Pursuing the Shadow of Rocks.” These activities allow visitors to explore the ancient stone sea while deeply engaging with Tujia cultural traditions.
Improved Transportation: Easier Access to Enshi for Southeast Asian Tourists
Since the opening of Enshi Xujiaping International Airport’s aviation port, the international flight network has continued to improve. In 2026, the Enshi–Hong Kong route achieved year-round regular operation, while flights between Enshi and Vietnam’s Ho Chi Minh City and Hanoi have resumed successively, creating a dual-route network connecting Vietnam’s two major cities in the north and south. According to the development plan of the Enshi aviation port, new routes to Singapore, Kuala Lumpur in Malaysia, and other destinations will be steadily promoted in the future, further strengthening the Southeast Asian aviation network. Tourists from major Southeast Asian cities can fly directly to Enshi and reach this 460-million-year-old underwater world after only a one-hour drive. Hidden deep within the Wuling Mountains, this ancient stone forest wonderland is welcoming visitors from around the world with a more open and international approach.
Hashtag: #SuobuyaCulturalTourism
The issuer is solely responsible for the content of this announcement.
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When a Stay Goes Beyond Check-out: Amari Unveils “Ari Service” to Deepen Guest Connections with Every Destination
As ONYX Hospitality Group celebrates its 60th anniversary, the company is entering a new chapter of growth through the continued evolution of its brand portfolio. As part of this journey, Amari has been revitalised with a refreshed brand positioning centred on authentic local connections and warm Thai hospitality. Bringing this vision to life is the introduction of “Ari Service”, a new signature brand touchpoint designed to deepen the relationship between guests and the destinations they visit. Through thoughtful, locally inspired interactions and personalised service, Ari Service encourages guests to discover the character, culture and people of each location, creating meaningful experiences that extend well beyond check-out and reinforcing Amari’s promise of creating lasting memories.
As travel today is no longer simply about changing places, but about taking time for oneself, being with loved ones and creating meaningful moments, Amari believes that the best journeys continue long after check-out. Every stay is designed to leave guests with feelings and experiences they can carry home, from the first warm welcome upon arrival and a local dish that brings back memories of a destination, to moments shared with loved ones and thoughtful details that make guests feel truly understood and cared for.
Beyond thoughtful service, Amari connects guests with the unique character of each destination through locally inspired design, food and ingredients that reflect the identity of each place, and experiences that connect guests with local communities, culture and ways of life. From beachfront escapes surrounded by nature to vibrant city stays, every Amari destination reflects its own sense of place, offering experiences that are warm, lively and memorable.
At Amari Phuket, guests can experience a relaxing seaside escape along the Andaman coast, where the island’s natural beauty, local culture, cuisine and heritage come together. From unwinding at Breeze Spa, an open-air spa experience complemented by the sound of the waves, to discovering Phuket’s local flavours, historic Old Town and coastal lifestyle, every moment offers a deeper connection with the rhythm of the island.
Amari Vogue Krabi offers a tranquil retreat at Tubkaek Beach, one of Krabi’s most scenic coastal destinations. Surrounded by nature and overlooking the Andaman Sea, guests can enjoy peaceful moments by the beach, breathtaking sunsets and the simplicity of coastal life, making it an ideal destination to reconnect with themselves and loved ones away from the pace of everyday life.
For travellers seeking a more vibrant seaside escape, Amari Pattaya combines relaxation with the energy of one of Thailand’s most dynamic coastal cities. Guests can begin their day with moments of relaxation and holistic well-being at maai spa before exploring Pattaya’s cafés, restaurants, seaside activities and lifestyle experiences. With its balance of comfort and liveliness, Amari Pattaya offers a welcoming destination for families, couples and leisure travellers.
In the heart of Bangkok, Amari Bangkok combines the convenience of a city location with a warm and relaxing atmosphere where guests can unwind amidst the energy of the capital. With easy access to shopping, lifestyle destinations, cultural attractions, restaurants and key city landmarks, the hotel serves as both a gateway to discovering Bangkok from a new perspective and a welcoming place to return to for comfort and thoughtful care.
For Amari, a memorable journey does not end when guests leave the hotel. It continues through the feelings, connections and experiences they take home. By bringing each destination’s unique character to life through Ari Service, authentic local experiences and genuine Thai hospitality, Amari creates meaningful moments that become lasting memories. These are the “Endless Memories” that Amari strives to create at every destination, making every journey even more meaningful.
For more information on Amari please visit: www.amari.com
Hashtag: #ONYXHospitalityGroup
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About ONYX Hospitality Group
ONYX Hospitality Group, a reputable force in the Asia-Pacific hospitality industry, operates a collection of comprehensive yet complementary brands – Amari, OZO, Shama and Oriental Residence – catering to the distinctive needs of discerning business and leisure travellers across the region where it has deep expertise. In addition to its brand portfolio, ONYX Hospitality Group also operates additional hospitality services across spa and food & beverage. With six decades of management experience, the company extends its innovative solutions throughout the region, upholding internationally recognised standards and ensuring optimal operational manoeuvrability. By fostering enduring relationships with like-minded business partners, ONYX Hospitality Group delivers unparalleled experiences in a dynamic and competitive market, meeting the ever-evolving demands of travellers.
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