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Increasing risk of privacy leakage in the post-pandemic era,PlatON: Privacy Computing is the solution

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5 years ago

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After the outbreak of COVID-19, the risk of privacy leakage is increasing      

At the beginning of 2020, the sudden outbreak of the COVID-19 pandemic brought a huge impact on everyone’s work and life. On the one hand, the working-from-home scenario has pushed the development of digital office. Many companies have had to transfer the materials and assets from offline to online within a short time. On the other hand, to meet the demands of the public health and pandemic control, personal health data is collected and processed digitally to be used in areas like pandemic prevention and control, health services, and tracing inquiries. For instance, travel health codes have been used in countries like China and Spain for COVID-tracing, and many countries around the world have provided the online services of test appointment and test results inquiries. The outbreak of the COVID-19 pandemic has inspired people to rethink the construction and development of infrastructures. The large scale of data transmission and exchange during the pandemic period requires the support from new technologies. In the global context, in order to adapt to the ever-increasing demand for data exchange and promote the digitalization process, many countries have prioritized and invested on cutting-edge technologies like 5G, Big Data, Artificial Intelligence, Cloud Computing, etc.

Considering the abnormal conditions of the pandemic, it can be understood and accepted to a certain extent if the data is used by relevant agencies and organizations. In spite of this, after the pandemic, when the life is back to normal, can the data privacy be properly protected in the daily data collection, storage and computing? Can the basic rights of users be properly protected? With the development of the new technologies, when a large amount of data is collected, transmitted, analyzed and processed from the end devices through Internet of Things (IoT) and 5G technologies, the risk of data breaching will increase accordingly. In this case, how to get effective protection on the data privacy?

Privacy computing paves the road

Fingerprint recognition, face recognition, voice recognition and other technologies collect user information to provide users with convenient and efficient services, while also putting these basic personal data information at risk of being leaked and abused. With the successive promulgation and implementation of the European Union’s GDPR and the California’s CCPA Act, it is necessary for relevant parties to reflect their attitudes and operations towards data resources. In this context, Privacy Computing technology has gradually caught researchers’ attention.

Privacy Computing refers to a type of information security technology based on modern cryptography, which is represented by technologies like Secure Multi-party Computing (MPC), Homomorphic Encryption, Zero-knowledge Proof, Differential Privacy, and Trusted Execution Environment (TEE), etc. Privacy Computing can realize the data computing and analysis while ensuring the security and privacy of the source data.

So far, three major technologies are available to achieve Privacy Computing: Cryptography, Trusted Execution Environment, and Federated Learning. Among them, the privacy protection scheme based on cryptography is a type of computing method that protects private information throughout the entire life cycle, and supports operations such as analysis and computing without the data itself leaking to a third party. Its core concept is to form a set of symbolic, formulaic and quantitative evaluation criteria for Privacy Computing theory when processing information flow. [1] Compared with the problems brought by the traditional end-to-end encryption methods on the key management and performance impact, Privacy Computing can fundamentally protect data from the entire life cycle. In large-scale public infrastructure, the introduction and deployment of Privacy Computing support systematic data privacy protection.

At present, in addition to the in-depth research on Privacy Computing in the academia, the realistic application scenarios and large-scale commercial solutions of Privacy Computing are also being actively explored by the industry. Take PlatON Network as an example. PlatON has been developing and researching the field of Privacy Computing since 2016. The AI network of Privacy Computing provided by PlatON is a solution for privacy contract implementation based on cryptographic algorithms such as Secure Multi-party Computing (MPC). In general, the Privacy Computing algorithm is released through the contract. The data provider and the computing nodes that require privacy protection need to cooperate to execute the MPC protocol, so that to realize the collaborative data computing. In this case, data privacy is protected at the same time when data is shared, allowing users to obtain the economic benefits of data reuse while maintaining data ownership.

After the era of the pandemic, Artificial Intelligence (AI) also has caught in privacy issues during the process of data reuse. The development of AI technology turns data as a special asset, and its scale can affect both the model accuracy and the reliability of the services, which in turn affects business costs and risks. From the perspective of improving the accuracy of the AI model, the more data collected, the better the model performs, but the collection of large amounts of data also brings higher risks of privacy exposure. If AI is planned be applied in large-scale commercial scenarios, privacy is a crucial issue that cannot be bypassed.

Privacy Computing technology is born to be suitable for solving the privacy flaws of AI technology. A large amount of data is computed in an encrypted way, which not only solves the privacy problem in the traditional AI model, but also ensures the efficient data management and utilization. Considering the user’s personal health IoT data involved in this pandemic as an example, PlatON’s “DataBank” product can effectively protect the core data and provide lifecycle data-management services. Working as a data asset value-trading platform, PlatON’s “DataBank” product can guarantee the privacy and security of personal health data during the verification and transmission process based on Privacy Computing technology. With the AI technology introduced in PlatON’s “DataBank” product, multi-source and multi-mode local joint verification can be efficiently achieved. The results got from Privacy Computing can provide accurate delivery services among organizations and agencies, which not only addresses the issue of mutual recognition between different regions, but also supports the sharing of data marketing channels among various agents. In this case, it can jointly improve the accuracy of health data verification, and help industries realize and establish public health economic data services under the rapid development of 5G, Cloud Computing and other technologies for digitization. As the pioneer in privacy protection area, PLATON has researched Privacy Computing technologies for many years. The Privacy Computing network infrastructure developed by PLATON can guarantee the secure and free data flow across every corner of the world.  All types of Applications, relying on the data exchange and data computing as the core capability, can enjoy the convenience brought by global data collaboration and computing power sharing on PlatON.

References

[1] Li, F., H. Li, Ben Niu and J. Chen. “Privacy Computing: Concept, Computing Framework and Future Development Trends.” IACR Cryptol. ePrint Arch. 2018 (2018): 1145.

[2] Sun Lilin: How to protect personal privacy to the utmost extent in pandemic prevention and tracing control (in Chinese), https://mp.weixin.qq.com/s/gwiZyfdTC6tEk83VfpnBtQ

[3] Scientists have something to say series: From 5G rich news and health code, talk about whether new infrastructure and data privacy may not be available at the same time (in Chinese), https://mp.weixin.qq.com/s/0UVaXxOCTwVbQ8dyDxpbAQ

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Alex Jacob

Alex Jacob is a literature author. He was born in Chicago. Alex passion is writing news articles. He writes number of articles and published it.

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Press Release

Mengruibao Builds a Full-Cycle Growth Companion System, Creating a Symbiotic Parenting Ecosystem

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18 minutes ago

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March 5, 2026

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Why has there been a surge in root-based upbringing in China Is it due to the influence of Canghai Chuandeng, which is spearheading the contemporary revival of Eastern education

Zhengzhou, China – As family education continues to evolve in China, a new parenting philosophy rooted in cultural heritage and supported by systematic growth companionship is gaining momentum. As an innovator in the family education ecosystem, Mengruibao Family Education Platform is advancing the concept of “Root-System Parenting,” introducing a comprehensive growth companion model that supports children and families throughout every stage of development while building a collaborative and thriving “parenting ecosystem.”

From Philosophy to System: A New Paradigm of “Root-System Parenting”

In an era defined by globalization and digital transformation, families increasingly face the challenge of helping the next generation embrace the world while maintaining a strong cultural identity and inner grounding. Mengruibao’s concept of “Root-System Parenting” responds to this challenge by drawing from the values of Chinese cultural heritage and family ethics, transforming them into modern, accessible educational practices.

Rather than focusing solely on individual educational services, Mengruibao emphasizes the creation of a holistic ecosystem. By integrating cultural values with practical family education solutions, the platform converts abstract ideas about upbringing into tangible experiences that support children’s emotional, intellectual, and cultural development.

Full-Cycle Growth Companionship for Children and Families

At the core of Mengruibao’s initiative is its Full-Cycle Growth Companion Program, designed to support both children and families through every stage of development. This approach recognizes that effective education extends beyond the child to include the entire family environment.

The program focuses on several key dimensions:

Lifecycle coverage: Supporting development from early childcare and foundational education to talent cultivation and personal growth.

Family participation: Empowering parents through family education programs, workshops, and guidance systems so they become active partners in their children’s development.

Holistic development: Encouraging growth in cultural identity, character formation, and personal capabilities.

Through this model, education becomes a continuous part of everyday family life, allowing values such as responsibility, cultural awareness, and personal resilience to develop naturally over time.

Building a “Parenting Galaxy”: A Collaborative Education Ecosystem

Mengruibao believes that sustainable innovation in family education requires more than a single institution—it requires an interconnected ecosystem. The platform is therefore building what it describes as a “Parenting Galaxy,” with families at the center and educators, institutions, and industry partners forming a collaborative network around them.

Within this ecosystem, Mengruibao not only provides growth programs for families but also supports educators and organizations through training, methodology systems, and resource-sharing frameworks. This creates a continuous cycle of method validation, standards development, and ecosystem co-creation, helping advance the overall quality of family education services.

By empowering educators and institutions, Mengruibao aims to ensure that high-quality family education resources can reach more communities and support a broader transformation of the industry.

From the Heartland of China to a Global Vision for Family Education

Originating from China’s Central Plains—one of the cradles of Chinese civilization—Mengruibao draws inspiration from traditional cultural wisdom while translating it into modern educational frameworks suited to today’s families.

Looking ahead, the platform plans to further expand its educational ecosystem by welcoming partners and collaborators from across regions and sectors. Through this collaborative approach, Mengruibao seeks to nurture a new generation of young people who possess both global perspectives and deep cultural roots.

In Mengruibao’s envisioned “parenting galaxy,” every family represents a star, and every educator becomes a bearer of light. As education reconnects with the deeper roots of cultural identity and human growth, a new vision of family education—sustainable, culturally grounded, and globally relevant—is gradually taking shape.

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Press Release

Paradex signals upcoming $DIME token generation event

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2 hours ago

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March 5, 2026

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Toronto, Canada –Paradex has announced that the Token Generation Event for its native token, $DIME, is expected to take place soon. The launch represents the next phase in the exchange’s development.

Institutional Background and Market Growth

Paradex was developed by the team behind Paradigm, an institutional crypto derivatives liquidity network that has processed more than $1 trillion in trading volume. That background is reflected in Paradex’s focus on execution quality, capital efficiency, and market structure.

Since launching their on-chain perpetuals exchange, Paradex has recorded:

  • Over $250 billion in cumulative trading volume
  • Approximately $550 million in open interest
  • More than 75,000 users
  • Peak daily trading volume above $3 billion

The exchange operates with an offchain central limit order book (CLOB) for matching, and settles transactions through a high-throughput Layer 2 appchain secured by zk-STARK proofs on Ethereum.

Focus on Market Structure and Privacy

A key differentiator for Paradex is its approach to information exposure. On transparent blockchains, position sizes and liquidation levels can often be observed publicly. Paradex encrypts sensitive state data prior to settlement while using zero-knowledge proofs to maintain validity. Access to detailed account information is restricted to verified users.

In addition, the exchange incorporates:

  • Zero trading fees for retail participants
  • Retail Price Improvement flow segmentation
  • A no auto-deleveraging risk model
  • Onchain vault infrastructure for yield strategies

These features are designed to reduce execution friction and mitigate structural risks that have historically limited institutional participation in decentralized derivatives markets.

$DIME and Network Alignment

According to Messari’s research coverage, $DIME will launch on Paradex’s spot market and will serve as the native gas token of Paradex Chain.

Messari notes that the token is structured to reduce the traditional conflict of interest between equity holders and tokenholders by directing economic value accrual to the $DIME token itself. Rather than implementing automatic buyback formulas, Paradex intends to conduct buybacks on a discretionary basis, with decisions guided by market conditions and ecosystem considerations.

Token Allocation Overview

Messari outlines the following allocation structure for $DIME:

  • 25.1 percent Core Contributors
  • 25.0 percent Community Airdrop
  • 20.0 percent to Season 2 XP holders
  • 5.0 percent to Pre-Season and Season 1 XP holders
  • Fully unlocked at launch
  • 21.6 percent Ongoing Community Rewards
  • 13.4 percent Paradigm Shareholders
  • 10.4 percent preferred equity investors subject to a 12-month linear unlock beginning one month after listing
  • percent common equity holders
  • percent reserved for Paradigm’s balance sheet
  • 6.0 percent Foundation Budget
  • 5.0 percent Liquidity Programs
  • 3.9 percent Future Core Contributors and Advisors

80% of the tokens allocated to Core Contributors and Paradigm shareholders are subject to performance-based unlock conditions. The remaining 20 percent follows a time-based vesting schedule, with 25 percent unlocking one year after listing and the remainder vesting monthly over the following 36 months.

This structure is intended to align long-term incentives between contributors and the broader community.

Looking Ahead

 

Paradex has stated that it plans to expand beyond perpetual futures into spot markets, options, real-world asset products, and more. The $DIME TGE represents a shift toward a network model in which the token underpins economic coordination and value accrual across the platform.

With measurable trading activity, defined tokenomics, and a focus on privacy-preserving infrastructure, the upcoming launch of $DIME will provide a clearer view into how Paradex intends to scale its on-chain derivatives model over the long term.

Further details regarding timing and listing specifics are expected to be released in the coming days. Users can check Paradex’s socials for more information.

About Paradex

Paradex is a privacy-focused decentralized perpetual futures exchange built on its own high-performance Layer 2 appchain using the Starknet stack. The platform combines an off-chain central limit order book for execution with zk-STARK-secured on-chain settlement to deliver centralized-level efficiency within a self-custodial framework.

Developed by the team behind Paradigm, an institutional crypto derivatives liquidity network that has processed over $1 trillion in trading volume, Paradex emphasizes market structure, capital efficiency, and position confidentiality. The exchange currently supports more than 100 markets and integrates features such as Retail Price Improvement flow segmentation, a no auto-deleveraging risk model, and on-chain vault infrastructure.

Paradex aims to expand its ecosystem beyond perpetual futures into spot markets, options, real-world asset products, and more, positioning itself as a broader on-chain financial infrastructure platform.

For more information, users can visit Paradex’s official website and social channels.

Social Links

X: https://x.com/paradex

Discord: https://discord.com/invite/paradex

Telegram: https://t.me/paradex

Media Contact

Brand: Paradex

Contact: Media team

Email: support@paradex.trade

Website: https://paradex.trade

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Press Release

Fairplay Strengthens Digital Gaming Infrastructure with Enhanced User Security Systems

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5 hours ago

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March 5, 2026

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Fairplay continues to refine its digital gaming ecosystem with a focus on secure access, structured account management, and user-centric platform stability.

Delhi, India- Fairplay continues to refine its digital gaming ecosystem with a focus on secure access, structured account management, and user-centric platform stability. As online participation in sports-based gaming environments grows across India, platforms like fairplay are adapting to meet evolving expectations around security, accessibility, and transparency.

Industry observers note that structured account systems such as fairplay online id and fairplay id online are becoming increasingly important in delivering secure and authenticated participation models. Fairplay has aligned its platform architecture to support streamlined onboarding and encrypted login processes, ensuring users can access services through a protected fairplay login framework.

Secure Account Access and Authentication

Security remains central to Fairplay’s operational model. The platform integrates multi-layered authentication measures designed to safeguard user credentials and account activity. Systems supporting fairplay betting id and fairplay cricket online id access utilize encrypted protocols to reduce risks associated with unauthorized entry.

As digital engagement expands, account-level protection through secure fairplay login systems has become a critical industry standard. Fairplay continues to invest in authentication technologies that align with modern cybersecurity benchmarks.

Mobile-First Platform Optimization

Recognizing the rapid increase in mobile usage, Fairplay has optimized user access through the fairplay app and Online fairplay app interfaces. These mobile environments are designed to offer seamless navigation, secure transactions, and real-time updates.

The integration of mobile-friendly infrastructure supports users accessing fairplay cricket ID online services, enabling flexible participation without compromising security or performance stability.

Real-Time Monitoring and Fraud Prevention

In response to growing digital activity, Fairplay has strengthened its backend monitoring systems. Automated risk detection tools analyze behavioral patterns to identify unusual login activity, duplicate accounts, or irregular transactions.

These enhancements contribute to a safer environment for users operating through fairplay online cricket id systems and other account-based services. By integrating predictive analytics and transaction oversight, Fairplay aims to maintain platform integrity and reduce operational risk.

Structured User Experience

Fairplay emphasizes clarity in user interaction. From account registration to fairplay login authentication, the platform structure is designed to provide transparent dashboards and straightforward navigation.

Users accessing services through fairplay com can review account balances, active markets, and transaction records within a centralized interface. This structured approach reflects broader industry trends toward responsible and informed digital participation.

Industry Outlook

As India’s digital gaming sector continues to evolve, platforms are expected to prioritize secure authentication, regulatory alignment, and responsible engagement frameworks. Fairplay’s continued investment in account security, fraud monitoring, and mobile optimization signals alignment with these emerging standards.

Analysts suggest that sustainable growth within the online gaming ecosystem will depend on the balance between technological innovation and user protection. Account systems such as fairplay id online and fairplay betting id models represent a broader shift toward authenticated digital participation rather than informal access methods.

Company Information

Company: FairPlay
Contact Person: Lisa Moore
Email: marketing@lotus365.travel
Website: https://www.fairplay1.com/

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