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Stay tuned for how Flowcoin redefines the flow economy

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With the rapid replacement of technology, the Internet industry has entered a brand new course. The development of science and technology has laid the social and economic context based on big data. In recent years, the construction of the Internet such as 5G networks, artificial intelligence, and the Internet of Things industry is showing a trend of positive and rapid development. The virtual Internet is interacting with the real world, which may determine the economic height of human social civilization in the future.

The Internet is essentially the superposition and interaction of data, with the advancement of digital civilization. A large amount of traffic data is constantly showing up. Traditional data storage technology and forms have begun to show problems in recent years. On the one hand, the servers of traditional centralized intelligent storage vendors distribute one or more IDC data. Central, the central storage server needs to improve the overall processing capacity of the storage system through artificial forms, which are cumbersome and difficult to meet the standards required for actual production. On the other hand, in order to reduce operating costs and earn more profits, centralized traffic data storage service providers continue to compress service quality, which will directly lead to a decline in the quality of traffic data storage and cause many problems on the side. For example: traffic data storage and transmission efficiency is low, server downtime causes traffic data loss. In addition, individual traffic data storage service providers even resell the traffic data information stored by users to institutions that need the data for personal gain. How to break through the market crisis of flow data storage will determine the future market prospects of the flow economy. Flowcoin, a flow data storage solution with IPFS as the underlying logic and blockchain technology as the core, was born to solve this problem.

In the ecological application of Flowcoin, the role of a centralized data storage service provider will be abolished and replaced by every user participating in this value network. Any user with storage resources can become a storage service provider node, and users can obtain value incentive FLW by providing idle storage space and retrieval bandwidth. Compared with centralized flow data storage, Flowcoin’s value network has achieved three new breakthroughs:

1. Because every user can provide data storage, the market monopoly will be broken, and the price of traffic data storage in the market will become more reasonable.

2. The combined storage space of global users will exceed the storage space that centralized storage service providers can provide, and can provide the market with an unlimited flow data storage space.

3. The Flowcoin value network uses blockchain technology to achieve full transparency on the flow data chain, and people cannot change or use it without authorization. At the same time, in theory, all nodes will not be down at the same time, which means that there will be no traffic data loss. It solves the hidden dangers caused by human factors in the traffic data storage market.

In the Flowcoin value network, because Flowcoin’s smart contracts use the BDPOST share system storage proof mechanism based on the ciphertext sorting of the B+ tree index structure, an automatic prosecution process can also be carried out on the stored nodes in this ecology to prevent human beings. Accidental damage to the data structure occurred. This mechanism can verify the effective storage work of storage nodes and allocate block rewards to them reasonably. In the Flowcoin value network, organization and management, intelligent division of labor, value calling, provision of services and sharing of benefits are carried out through transparent rules. Users participating in its value network will receive development value dividends together with Flowcoin. The more storage space and bandwidth resources provided, the richer the rewards will be. All these production relationships can be promoted by smart contracts, and smart contracts It can clarify the details of various rights and interests involved by users, and can significantly reduce usage costs and transaction costs.

The proposal of the Flowcoin flow data storage model will effectively solve the problems of the times in the past flow data storage and make the flow data storage more efficient and high-performance. In addition, the temporal and spatial consensus mechanism adopted by Flowcoin can rationally circulate resources, promote the secondary utilization of idle storage resources, provide the blockchain industry with more green and environmentally friendly consensus inspiration, accelerate the transformation of the Internet era, and give energy to the development of the era under the flow economy.

For details, please visit the relevant website:

Telegram: https://t.me/FLWflowcoin

Btok: https://0.plus/FLWflowcoin

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Kevin D. Oden & Associates: New Federal Model Risk Guidance (SR 26-2) Leaves Generative and Agentic AI Outside Scope, Shifting the Burden to Institutions

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San Francisco, CA, 24th June 2026, ZEX PR WIRE — Kevin D. Oden & Associates (KDOA), a model risk management and quantitative advisory firm, today shared its perspective on SR 26-2, the revised interagency guidance on model risk management issued jointly by the Federal Reserve, the Office of the Comptroller of the Currency, and the FDIC on April 17, 2026.

The revised guidance (SR 26-2, OCC Bulletin 2026-13, and FDIC FIL-15-2026) supersedes the 2011 guidance widely known as SR 11-7, which had governed how banking organizations identify, validate, monitor, and govern quantitative models for fifteen years. The update moves toward a more flexible, principles-based approach that is tailored to an institution’s model risk profile and the size and complexity of its operations. It is expected to be most relevant to banking organizations with more than $30 billion in total assets, though smaller institutions with significant model-risk exposure may also fall within its expectations.

KDOA’s central observation is what the guidance leaves out. SR 26-2 expressly places generative AI and agentic AI models outside its scope, describing them as novel and rapidly evolving. The revised principles apply to traditional statistical and quantitative models. For institutions already deploying AI-driven tools across credit, fraud, BSA/AML, and customer-facing functions, this means there is no regulatory floor specific to those systems. The responsibility to define proportionate governance and controls sits with the institution.

 “The agencies modernized the baseline and were deliberate about not extending it to generative and agentic AI,” said Kevin Oden, Managing Partner of Kevin D. Oden & Associates. “That is a reasonable call given how fast the technology is moving, but it does not reduce the risk these systems carry. It relocates the burden. Boards and model risk teams now have to build credible governance for AI without a prescriptive standard to point to, while also re-grounding their traditional model programs in the revised guidance.”

KDOA notes three practical implications for institutions reassessing their programs against SR 26-2:

  1. Re-baselining is not optional. Policies, validation standards, and inventory taxonomies written against SR 11-7 reference a superseded standard. Programs should be re-mapped to the revised principles, with particular attention to how materiality and a risk-based, tailored approach are documented.
  2. The AI gap is now an institutional decision. Because generative and agentic AI sit outside the guidance, institutions must decide, document, and defend how those systems are governed under their own risk frameworks. Examiners can still act on unsafe or unsound practices regardless of scope. Separate AI-specific guidance is widely anticipated.
  3. Proportionality cuts both ways. A principles-based standard gives institutions room to right-size their programs, but it also removes the cover of a checklist. The reasoning behind each control choice has to hold up.

 A final point on scope: the exclusion is narrower than it first appears. Only generative and agentic AI fall outside SR 26-2. Traditional statistical and quantitative models remain fully in scope, as do non-generative, non-agentic AI and machine learning models. For most institutions, that means the bulk of their AI/ML footprint, including the conventional machine learning used in credit, fraud, and BSA/AML, is still governed by the revised guidance and has to be re-mapped to it. The open question sits only with the newest generative and agentic systems, which is exactly where the institution, not the regulator, now sets the standard.

KDOA’s validation and governance teams, whose members have held senior model risk roles at institutions including the Federal Reserve, Fannie Mae, Wells Fargo, Bank of America, Lloyds Banking Group, and Varo Bank, are advising clients on re-baselining their programs to the revised guidance.

The firm’s technology platform, Model IQ, supports this work by managing the full model lifecycle in one system, from registration and risk tiering through validation, monitoring, and board reporting. Its program-assessment tooling is being updated to evaluate institutions against the revised guidance, helping teams identify gaps and track remediation as they transition off the 2011 standard.

 

About Kevin D. Oden & Associates

Kevin D. Oden & Associates provides quantitative analysis, model risk management, and risk advisory services to the financial industry and beyond. The firm’s team includes more than ten PhDs and senior quantitative analysts with experience across credit, market, BSA/AML, fraud, CECL, stress testing, and AI/ML models. KDOA is SOC 2 Type II certified and an NMSDC-certified Minority Business Enterprise. Its Model IQ platform was designed by practicing model risk managers for the teams that run MRM programs day to day.

For more Information, You can Visit: https://kdoden.com

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Xiamen Million Stone Launches AI-Assisted Design System to Enhance Original Wall Art Development

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Xiamen, China, 24th Jun 2026 – Xiamen Million Stone Art & Crafts Co., Ltd., a leading original wall art and home decor manufacturer established in 1995, has introduced an AI-assisted design system to support OEM, ODM, and wholesale buyers worldwide. The new system combines artificial intelligence with the company’s long-standing expertise in original design, mixed-media craftsmanship, and copyright protection, helping global partners improve product development efficiency and accelerate time-to-market.

Key Takeaways

  • Established in 1995 with over 30 years of manufacturing experience
  • More than 30,000 original designs supported by extensive copyright registrations
  • 20,000-square-meter production facility and 2,000-square-meter showroom
  • OEM, ODM, and wholesale services available worldwide
  • Specialized in mixed-media wall art and home decor products
  • AI-assisted trend analysis and design development system
  • Long-term export experience across North America, Europe, and the Middle East.

Combining AI Technology with Original Design Expertise

As global demand for differentiated home decor products continues to grow, buyers increasingly seek suppliers capable of delivering original designs while maintaining efficient production cycles.

To address these market needs, Xiamen Million Stone Art & Crafts Co., Ltd. has integrated AI-assisted trend analysis into its design workflow. By analyzing global color trends, interior design preferences, and consumer purchasing patterns, the system helps designers identify emerging opportunities and develop market-oriented collections more efficiently.

The AI-assisted process complements the company’s professional design team, enabling faster concept development while preserving originality, creativity, and copyright compliance throughout the product development cycle.

Core Strengths of Xiamen Million Stone Art & Crafts Co., Ltd.

1. Extensive Original Design Library

The company maintains a library of over 30,000 original designs, supported by extensive copyright registrations. Hundreds of new products are introduced annually to meet evolving market demands.

This commitment to original creation helps buyers reduce product similarity, strengthen brand differentiation, and minimize intellectual property risks in international markets.

2. Advanced Mixed-Media Craftsmanship

Xiamen Million Stone Art & Crafts Co., Ltd. specializes in combining various materials, including:

  • Solid wood
  • Metal
  • Fabric
  • Paper pulp
  • Feathers
  • Gold foil
  • Silver foil

Through the integration of traditional handcraft techniques and modern manufacturing processes, the company creates layered decorative products that offer distinctive visual appeal for residential, hospitality, and commercial environments.

3. Large-Scale Manufacturing Capacity

The company operates a 20,000-square-meter production facility and a 2,000-square-meter showroom displaying thousands of product samples.

Its integrated supply chain supports:

  • Product design
  • Sampling
  • Mass production
  • Quality control
  • International logistics

This comprehensive manufacturing system allows the company to provide stable quality and reliable delivery schedules for global buyers.

4. Global OEM and ODM Services

All products are available for global OEM, ODM, and wholesale orders.

The company provides customized solutions for:

  • Home decor brands
  • Retail chains
  • Interior design firms
  • Hospitality projects
  • Commercial decoration projects

Services include custom design development, material selection, packaging solutions, and private-label manufacturing.

Artificial Intelligence in Home Decor Manufacturing

Artificial intelligence is becoming an increasingly important tool within the home decor industry.

For manufacturers, AI can help analyze market trends more efficiently, identify emerging consumer preferences, and support product planning decisions. When combined with experienced designers, AI-assisted systems can improve development efficiency while maintaining originality and creativity.

At Xiamen Million Stone Art & Crafts Co., Ltd., AI serves as a supporting technology rather than a replacement for human creativity. The company continues to prioritize original design, craftsmanship, and copyright protection while using AI tools to enhance responsiveness to market changes.

Industry Outlook

According to industry research, the global home decor market is expected to maintain steady growth through 2031, driven by increasing demand for personalized home furnishings, sustainable materials, and digitally assisted product development.

As retailers and consumers continue seeking unique decorative products, manufacturers with strong design capabilities and efficient development systems are expected to play an increasingly important role in the global supply chain.

Future Development Plans

Over the coming years, Xiamen Million Stone Art & Crafts Co., Ltd. plans to continue investing in:

  • Original design development
  • Mixed-media craftsmanship innovation
  • AI-assisted trend analysis systems
  • Copyright protection initiatives
  • Global logistics optimization
  • International customer support services

These investments are intended to strengthen the company’s ability to serve long-term partners across North America, Europe, the Middle East, and other international markets.

About Xiamen Million Stone Art & Crafts Co., Ltd.

Founded in 1995, Xiamen Million Stone Art & Crafts Co., Ltd. specializes in the research, design, and manufacturing of original wall art and home decor products. The company combines original creativity, mixed-media craftsmanship, large-scale manufacturing capabilities, and comprehensive supply chain management to serve global OEM, ODM, and wholesale customers.

Media Contact

Organization: Xiamen Million Stone Art & Crafts Co., Ltd.

Contact Person: Michael Yang

Website: http://www.millionstone.com/

Email: Send Email

Address:Tong’an District, Xiamen, Fujian, China

City: Xiamen

Country:China

Release id:46438

The post Xiamen Million Stone Launches AI-Assisted Design System to Enhance Original Wall Art Development appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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Jerome Dubrulle Is Ready for Home-Buying Season – And So Is the Detroit Michigan Market

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Detroit, MI, 24th June 2026, ZEX PR WIRE, Home-buying season in Detroit Michigan is here, and the window moves fast. Jerome Dubrulle, a Detroit Michigan-area real estate professional with deep local market knowledge, is actively working with buyers, sellers, and investors navigating one of the most competitive stretches of the year.

April through August is peak season in Metro Detroit. There’s more inventory, showings are picking up, and families trying to close before September are getting into bidding wars with investors and relocators who’ve been watching the same listings.

Spring (April through June) brings the widest selection of homes on the market, but also the sharpest competition. Multiple-offer situations are the norm, not the exception. Buyers who come in unprepared leave empty-handed.

In July and August, sellers whose homes sat through spring without a deal start adjusting their prices. Demand is still there, but the market settles down enough that a prepared buyer can find value if they’ve done their homework and know where to look.

What Jerome Brings to the Table

Jerome is a local Michigander who leverages his market experience to benefit his clients. He understands neighborhood-level pricing, knows the difference between a listing that’s priced to move and one that’s been sitting for a reason, and helps clients figure out exactly which moment they’re operating in.

He walks every buyer through a detailed Buyer Guide from day one, covering luxury homes, investment properties, rental listings, and everything in between. Sellers get the same attention: pricing strategy, timing, and presentation are all factored in from the start.

From MLS coordination and home inspections to title searches and closing-day logistics, Jerome handles the details so clients can stay focused on the decision that matters.

“Whether someone is buying their first home or adding to an investment portfolio, the goal is the same,” Dubrulle said. “Make a confident, informed decision. Not a rushed one.”

Get in Touch

Anyone looking to buy or sell in the Metro Detroit area this season can reach Jerome Dubrulle directly at 248-701-3526, by email at realestate@jeromedulbrulle.com, or through his website.

About Jerome Dubrulle

Jerome Dubrulle is a Detroit-area real estate professional serving buyers, sellers, and investors across the Detroit Michigan metro area. He specializes in residential, luxury, and investment properties, offering comprehensive market analysis, buyer and seller guidance, and hands-on support from initial consultation through closing.

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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