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Platon Aims To Become The Public Infrastructute Of Privacy Computing To Open Up Business Prospects For The Crypto Space

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In the Information Age, Data Becomes a New Factor of Productivity

In economics, factors of production, also known as production inputs, are essential resources for the production of goods and services. In his epochal work “Principles of Economics”, famous British economist Marshall put forward the theory of four factors of production — land, labor, capital and entrepreneurial talent. National income (NI) is the reward of four factors, and that is, national income (NI) = labor wage (w) + land rent (r) + capital interest (i) + operating profit (π). This “four-in-one formula” sums up the core of western economic production theory and distribution theory, which has been widely accepted for more than a century.

However, factors of production are a historical category that evolves with the development of economy and society. The birth and development of the Internet has changed the mode of production, life and consumption, and it promoted many important and profound changes, and played an increasingly important role in economic development, social life and national governance. The full exploitation and effective utilization of all kinds of data has raised production efficiency to an unprecedented level. Data has become an indispensable factor in economic activities and a new generation of production factors after land, energy, population and food.

Table – Production Factors at Different Stages

Privacy Brings Data Dilemma and MPC Realizes Data Collaborative Computing

Nowadays, people have already extended their social activities to the network space. Every day, people contribute data continuously to the network space. A large amount of data is collected, calculated, analyzed, excavated and this goes beyond the original data level of information value.

However, because of the plain text nature of the data, the owner loses ownership of the data once the data is granted to others for use. Therefore, to ensure the privacy protection of data, a huge amount of data managed by enterprises cannot be exchanged and co-calculated with the data held by other enterprises, which is why a large number of data cannot generate value.

The emergence of privacy computing ends this dilemma. Yao Qizhi, a member of the Chinese National Academy of Sciences, proposed secure multi-party computing (MPC) in 1982. In a nutshell, participants have to enter information to calculate an agreed function. In addition to the accuracy of the calculations, they must also protect the privacy of each participant’s input data. Specifically, there are now n participants, each of whom, xi, is aware of the xi they entered, who together calculate a pre-agreed function f (x1 ,…, xn) = y. In this way, all participants will get the final y value, but they will not be able to know the specific data entered by the other participants. Thus, with local data not aggregated and privacy not divulged, each party can still achieve a common desired result by performing the operations of the given logic.

Privacy computing opens up huge business prospects for the digital world (Crypto Space)

Bitcoin’s pioneering combination of virtual currencies and peer-to-peer payment systems open the door to decentralization. With the introduction of intelligent contract function, Ethernet has greatly improved the scalability of blockchain, and all kinds of applications can be deployed on blockchain. Because of these characteristics, early public blockchain networks such as Bitcoin and Ethernet have been developed, attracting a large number of blockchain and encryption enthusiasts in the world, and many traditional institutions have been entering the area of blockchain, exploring various possibilities of decentralization.

The combination of privacy computing and blockchain is expected to put data ownership back in the hands of data producers, meaning that vast amounts of data can be counted without affecting privacy and ownership, so that the owners can profit and data can burst out with greater value. Therefore, the blockchain project based on privacy calculation is naturally suitable for the commercial practice in the fields of financial, medical, scientific research, government affairs, and logistics and so on.

“Operator” PlatON network for blockchain data

PlatON, the representative project of the combination of privacy computing and blockchain currently, is based on the basic attribute of blockchain and is supported by privacy computing network, and provides the next generation Internet infrastructure protocol with the core characteristics of “computing interoperation”. PlatON’s vision is to become the public infrastructure for privacy computing of the next generation, publishing privacy computing algorithms through contracts, and implementing MPC protocols with data providers and computing nodes for privacy protection requirements, so as to realize cooperative computing of data. PlatON, designed to price data flows, is all about computing and data, which is the most fundamental part of future human production. PlatON can achieve large-scale application landing and commercial scenario implementation:

For example:

I. Build a wider credit collection network. The public chain that provides private computing can provide user with customizable computing logic template and multi-party access mode, and in the case that the access party’s data does not need to be collected and shared, only the credit inquiry results are output to the demander, and the original data can be encrypted and stored in the blockchain system to meet all kinds of audit needs.

II. Supply chain financial infrastructure. The public chain of private computing is based on blockchain technology and cryptography algorithm, which can provide a platform solution for supply chain finance to digitally identify, process and transfer assets. Construct a new financial financing model of supply chain in which the information of the upstream and downstream enterprises can be shared symmetrically, the credit value of the core enterprises can be transmitted, the business tickets can be split and the risk can be controlled, and provide convenient data traceability for the supervision and enhance the service efficiency of the industry as a whole.

To build the public infrastructure for the digital age, PlatON continuously optimizes technology, iterates the underlying infrastructure, and breaks through the “impossible triangle” in terms of performance. “Impossible triangle” means that it is difficult to achieve both a good “decentralization” and a good “security” of the system in a blockchain and a high “transaction processing performance” at the same time. The most well-known blockchain projects in the industry are Bitcoin, Ethernet, and EOS. At present, using native Token transfer performance test method and EOS under the same testing conditions, PlatON has achieved a comprehensive performance leader in the quasi-real environment, and will continue to focus on the data field and accelerate the construction of data market.

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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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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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