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“Data Island” Problem Can Be Solved by Combining Privacy Computing AI and Blockchain Technology

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Platon Now Offers Breakthrough Solutions to Break the “Data Island” and Release the Value Potential

During the COVID-19 pandemic, medical networking services developed rapidly, and big data played a key role in the development. In the medical industry, new medical models and cutting-edge research also require a large number of patient data to verify. However, due to the lack of effective privacy protection, data cannot be shared, resulting in the “data island” phenomenon, which has become a big problem to be solved. At the same time, the widespread use of medical big data also triggered the issue of privacy leaks and data abuse, and raised social concerns about data security and privacy protection.

These problems exist not only in the medical industry, but also in other industries. Citing the protection of trade secrets and refusing to trade their own data, government departments are also reluctant to share data because of security, interests, technology, and other concerns. This exacerbates the “data Island” problem, which restricts the maximization of data value.

In the current data market, users produce new online data every day, but they do not own the data. Data is held in the hands of each independent collector, resulting in the compartmentalization of data ownership, which is referred to as “data Island.” The lack of data privacy protection and sharing mechanism is the main obstacle for data authentication.

Blockchain provides an opportunity for data validation. Blockchain is a distributed ledger technology designed to realize transaction accounting through the joint participation of multi-nodes, and each node account is complete and cannot be tampered with. This helps in integrating users into the three-party governing account for insusceptible and uninterrupted data production, data monopoly and data use.

Through node authorization, the final data income is shared among the parties in proportion to realizing the sharing of data ownership. Although transaction information is shared in this process, account information is highly encrypted. Therefore, zero-knowledge proof is an effective strategy to protect the privacy of accounts. Zero-knowledge proof is to make the verifier believe that he has certain knowledge or ability without providing any useful information to the verifier, for example, to realize the asset transfer without disclosing user identity.

Blockchain technology can be widely used in equipment authentication, communication encryption and other areas to provide a strong support for breaking the “data island” and promoting data transactions.

Privacy computing brings solutions

The realization of data sharing transaction and potential value release happens on the value chain of “property right confirmation – privacy protection – co-computing – value sharing.” The scheme, which is widely accepted by finance and blockchain industry, is based on the solution combining privacy computing and AI, which is a new way to solve security problems such as key management, by integrating multiple cryptography algorithms with frontier blockchain technology. Public chain PlatOn is the pioneer that set a precedence of multi-party secure computing (MPC) and other cryptographic algorithms into the key management system (KMS), which realizes the management of massive scale digital assets through cryptography, thereby effectively resolving the contradiction between data privacy protection, right ownership and data sharing, and improving the value and efficiency of data. The technology can be used in future scenarios such as digital wallets and inter-agency transactions.

PlatON has focused on the combination of privacy computing and big data AI. The open-sourced, community-based, blockchain ecosystem recently launched Tensorflow, the world’s first privacy AI framework that supports mainstream in-depth learning. PlatON’s series of innovative practices have provided an observable way to solve the problem of “data island” and data asset transaction.

Thanks to its rich industry experience, PlatON can fix the impasse and step forward. It is reported that PlatON’s core founding team has more than 15 years of experience in finance and communications, and strong software implementation capability too. These are exactly what the foundation for PlatON is built on to continuously and effectively promote R&D investment and business practice. At present, PlatON is focusing on R&D and solving the problem of data sharing step by step in the engineering and business world. Currently, PlatON’s leading network, Alaya, is focused on the financial sector, where data is highly standardized and financial institutions have a strong desire to address data privacy concerns.

PlatON’s Future Vision: Building a Data Transaction Infrastructure

PlatON has become a global leader in the field of privacy-protected computing. With the accumulation of finance and AI, PlatON has reached strategic cooperation with HashQuark, Keystore, HashKey Hub and other well-known platforms in the industry to jointly promote the implementation and application of cutting-edge technologies, such as KeyShard, so as to realize the new digital assets custody service in the world and better protect the security of digital assets.

PlatON’s vision is to build a peer-to-peer computing network that integrates verifiable computing, privacy computing, scalable computing, and dedicated computing hardware to provide open-source public infrastructure software development, consulting, and operational services to developers, data providers, as well as various communities, organizations, and individuals with computing needs around the world, and ultimately to support mass data asset transactions.

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Milestone Launches Project : Tsavkisi, The First Design-Code Community Near Tbilisi

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Milestone has launched Project : Tsavkisi, a residential land-plot development situated on a hillside in the Tsavkisi area, just an 18-minute drive from Tbilisi, Georgia. The project comprises 63 individual land plots, each offering panoramic views of the surrounding forest and the city.

Tbilisi, Georgia, 2nd May 2026 – Milestone has launched Project : Tsavkisi, a residential land-plot development situated on a hillside in the Tsavkisi area, just an 18-minute drive from Tbilisi, Georgia. The project comprises 63 individual land plots, each offering panoramic views of the surrounding forest and the city.

Project : Tsavkisi is a thoughtfully planned community with a unified architectural identity, seamlessly integrated into the natural landscape. It is designed for those who wish to build a residence in a scenic setting while remaining just minutes away from central Tbilisi.

The presale is now open.

The development spans 10 hectares, with 24,000 m² dedicated to curated shared public spaces, including children’s playgrounds, sports courts, and forest walking paths. The project includes professionally maintained shared areas and green zones, along with 24/7 secured territory. 

The architectural vision of Project : Tsavkisi is rooted in a landscape-oriented approach. To create a unique living environment, the project has developed a set of architectural guidelines – a Design Code, where every element is thoughtfully connected to the next. The Code extends from façade materials and roofing guidelines to color selection. A recommended palette of muted, earth-derived tones is designed to maintain visual harmony with the natural landscape. The project adopts a low-density development strategy that maintains visual openness and integrates seamlessly with the natural terrain, avoiding high retaining walls and other intrusive structural elements. 

Homeowners are offered the flexibility to develop individual designs in accordance with the Design Code or to select from a catalogue of nine pre-designed residential houses. They have been created in collaboration with established architectural studios, recognized for their experience in residential design and landscape-driven planning.

The project is designed for residents who lead active urban lives but seek a home in a quiet, natural setting, without sacrificing their connection to the city. Project : Tsavkisi sets a benchmark for holistic suburban development, where each residence contributes to a unified architectural identity.

About Milestone

Milestone is a Georgian real estate development and management company based on innovative vision and ideas, defining environments for quality life. Expanding its portfolio, the company is currently developing a new residential project in the heart of Tbilisi, set to be introduced soon. 

Media Contact

Organization: Milestone

Contact Person: Lasha Eliadze

Website: https://www.projecttsavkisi.ge/

Email:
info@milestone.ge

Contact Number: +995598399899

City: Tbilisi

Country:Georgia

Release id:44575

The post Milestone Launches Project : Tsavkisi, The First Design-Code Community Near Tbilisi 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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Dark Watch Integration with Leading Service Platform Sets a New Standard of Care in Therapist Safety

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Integration embeds real-time safety intelligence into therapists’ booking and payment workflows—helping therapy practices and service-based businesses identify and prevent high-risk interactions before appointments begin.

United States, 2nd May 2026 —May 1, 2026—Dark Watch, the embedded safety intelligence layer for modern commerce, today announced that its integration with a leading service-based platform is now live. The integration introduces a proactive safety capability designed to help prevent assaults and high-risk incidents in therapist-client environments.

Service-based businesses, particularly those in the wellness, spa, and personal care sectors, often involve private, one-on-one interactions between staff and clients. These environments are built on trust, but they can also expose therapists to elevated risk, such as from inappropriate behavior, harassment, boundary violations, and, in some cases, physical assault. Despite this, most booking and payment systems provide little to no visibility into potential risk before an appointment begins.

Historically, businesses have relied on reactive measures to mitigate these risks, e.g., incident reporting, internal notes, or post-event responses. The Dark Watch integration shifts that model upstream, enabling businesses to identify potential risk signals before an appointment is confirmed or a client arrives.

“A service-based business should not have to rely on reactive measures to reduce risk,” said Noel Thomas, CEO of Dark Watch. “Therapists are operating in one-on-one settings where the risk is real, and expectations are changing. Businesses shouldn’t have to choose between experience and protection. Dark Watch embeds security directly into the booking and payment layer, delivering real-time risk mitigation at the moment it matters most. The result is a new standard of care—one that protects therapists, strengthens brand trust, and delivers measurable safety benefits without disrupting the client experience.”

Through the integration, Dark Watch’s intelligence layer is embedded directly into booking and payment workflows. As appointments are scheduled, the system evaluates a range of risk signals that help identify patterns associated with prior inappropriate behavior, unsafe interactions, or indicators that warrant additional review.

The integration enables businesses to receive discreet, real-time insights at the moment of booking—before a therapist is assigned, before a client arrives, and before a potentially unsafe interaction occurs.

For operators, this creates a new layer of protection: improving therapist safety by identifying high-risk appointments early, increasing operational confidence when interacting with new clients, reducing the likelihood of incidents, and supporting staff retention in roles where safety concerns can drive turnover.

By embedding this capability directly into the platform layer, businesses can adopt proactive safety without adding friction to the booking experience or requiring additional tools. The system operates quietly in the background, preserving the client experience while enhancing staff protection.

The launch reflects a broader shift across the experience economy. Platforms are increasingly expected to safeguard not only transactions, but also the people behind them. As awareness grows around therapist safety in one-on-one service environments, proactive protection is becoming a critical expectation and an emerging standard of care.

Dark Watch’s technology is gaining traction across a growing set of platforms spanning payments, financial services, and real-world commerce systems. With multiple platform deployments now live or underway, the company continues to expand its footprint as a safety intelligence layer embedded directly into the infrastructure that powers everyday interactions.

Together, these deployments are establishing a new standard: protecting therapists and staff before the interaction begins.

For more information, visit https://darkwatch.io 

About Dark Watch

Dark Watch delivers an embedded safety intelligence layer for payment platforms, financial institutions, and real-world commerce systems. The platform leverages advanced AI and proprietary intelligence sources to identify risk signals tied to unsafe behavior, harassment patterns, and high-risk interactions—before transactions occur.

Media Contact

Organization: Dark Watch

Contact Person: Noel Thomas

Website: https://darkwatch.io

Email: Send Email

Country:United States

Release id:44597

The post Dark Watch Integration with Leading Service Platform Sets a New Standard of Care in Therapist Safety 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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Press Release

Dark Watch Partners with Pangea to Bolster Financial Crime Intelligence Across Global Payments

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Dark Watch’s embedded threat intelligence now integrates with Pangea’s global payments infrastructure to enable the detection of trafficking networks, fraud, and illicit activity.

United States, 2nd May 2026Dark Watch, which provides embedded safety and threat intelligence technology, today announced that it is entering a strategic partnership with Pangea, the AI-powered financial infrastructure platform for managing global currency flows and cross-border payments. By integrating Dark Watch’s intelligence platform with Pangea, the joint solution is able to identify and monitor financial activity associated with illicit networks. These include human trafficking operations, illicit massage businesses, and organized criminal enterprises that exploit digital payment ecosystems.

Through the partnership, Dark Watch’s intelligence layer now integrates directly into financial workflows used by organizations operating internationally—including nonprofits, ministries, and global institutions serving vulnerable communities.

Dark Watch’s technology analyzes signals from over 1,400 intelligence sources across the open web, deep web, and proprietary datasets. It identifies risk indicators tied to over 450 million global profiles. Embedded into payment and compliance processes, this intelligence helps organizations identify high-risk actors, locations, and networks before transactions occur.

“Financial networks are increasingly on the front lines of detecting and preventing criminal activity,” said Noel Thomas, CEO of Dark Watch. “By partnering with Pangea, we’re bringing intelligence-grade insights directly into global financial infrastructure—helping organizations detect illicit activity earlier while protecting legitimate commerce and humanitarian work.”

Pangea delivers infrastructure that helps organizations manage foreign exchange exposure and move funds across borders with greater transparency and governance. The platform is widely used by organizations operating in emerging and frontier markets, where compliance risks and fragmented financial systems can make safe financial operations difficult. Customers rely on Pangea because the ability to prevent fraud, trafficking exposure, and other illicit activity is increasingly critical, especially for nonprofits and ministries moving funds globally.

“Global organizations doing the most important work in the world — often serving vulnerable communities, youth, and those in need — deserve financial infrastructure that’s as safe as it is fast,” said Aeron Sullivan, CEO of Pangea. “Our clients can’t afford exposure to fraud, trafficking, or predatory actors, and frankly, neither can the people they serve. Partnering with Dark Watch means they can operate globally with confidence, with bad actors stopped before they ever gain access.”

The collaboration is expected to benefit financial institutions, fintech platforms, and nonprofit organizations seeking stronger visibility into criminal networks that increasingly operate through legitimate financial channels.

Together, Dark Watch and Pangea aim to equip global organizations with tools to identify risk earlier, strengthen compliance programs, and contribute to broader international efforts to combat human trafficking, organized crime, and financial exploitation.

For more information, visit https://darkwatch.io/

About Dark Watch

Dark Watch delivers an enterprise safety intelligence platform designed to help organizations proactively identify high-risk individuals and networks. The platform leverages advanced AI and proprietary deep web intelligence, analyzing more than 450 million profiles in real time to detect emerging threats tied to organized crime, trafficking networks, and other illicit activity.

About Pangea

Pangea provides infrastructure for managing global currency flows and cross-border payments, with a focus on organizations operating in emerging and frontier markets. Its platform helps nonprofits, ministries, and global businesses manage foreign exchange risk, execute international payments, and maintain strong governance and compliance when moving funds across complex financial corridors.

Media Contact

Organization: Dark Watch

Contact Person: Noel Thomas

Website: https://darkwatch.io

Email: Send Email

Country:United States

Release id:44596

The post Dark Watch Partners with Pangea to Bolster Financial Crime Intelligence Across Global Payments 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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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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