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Lumino, lightening up the world of secure multi-party computation

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5 years ago

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New digital era, new demand of security

With the advent of the era of big data, the leakage and abuse of personal privacy data are common, which not only disturbs the normal market order, but also seriously restricts the innovation and development of the digital economy. In recent years, many countries have carried out relevant legislation of digital economy and data governance, which makes the legal requirements of personal privacy data more rigorous, and the supervision system is becoming increasingly strict. The various online scenarios led by the Covid-19 not only bring convenience to our life, but also cause a lot of security demand of data protection

Therefore, the data producers, such as government agencies, operators, platforms, are constantly raising the legal standards of storage, transmission and transaction. It has brought a problem to the data owners: how can fully utilize the data resource endowment to create business profits and social value, meanwhile ensure that the data privacy is protected in accordance with supervision provisions? The real demand behind the problem is bound to give birth to new technologies. The combination of blockchain and secure multi-party computation provides a new solution for breaking the “data island”, ensuring data security and releasing data value.

Recently, as the leader in the global blockchain industry, PlatON has started a new journey in the construction of privacy computation infrastructure, launching the secure multi-party computation ceremony—— Lumino. Lumino aims to create system parameters in a decentralized way, which could help build a real community-based, open-source blockchain ecosystem and ensure the underlying security of the main network and the reliability of future digital applications.

The “chemical reaction” of blockchain and secure multi-party computation

To understand the essence of Lumino, we need to understand the blockchain and secure multi-party computation. Blockchain is a technical solution that does not rely on a third party and a network that stores, verifies, transmits and communicates through its own distributed nodes. The core problems it solves are network decentralization, data consistency and tamper-prevent. Secure multi-party computation is to solve the problem of privacy protection among a group of mutual distrusted participants. It should ensure the independence, correctness decentralization and do not disclose the data to other participants. Secure multi-party computation was firstly proposed by professor Yao Qizhi, who is a Chinese computer scientist and the winner of Turing prize. Since 2010, the development of executable general compiler makes its concept gradually well-known.

It can be seen that both blockchain and multi-party security computation are technologies dealing with data interaction between a group of participants according to specific rules. However, blockchain is mainly used to verify the correctness of the calculation, and the purpose is to achieve the consistent recognition of the results and prevent the results from being tampered with; the purpose of secure multi-party computation (MPC) is to get specific results in the case of data confidentiality, and emphasis on privacy protection in data share situation.

When secure multi-party computation encounters blockchain, the integration has become a technology trend that attracts much attention. Due to the different traits of blockchain and multi-party security computation, they are not exclusive and can complement each other. Blockchain can improve its ability of data confidentiality by using secure multi-party computation to adapt to complex environments; while secure multi-party computation can complete redundant computation with the help of blockchain to obtain verifiable and unique results.

The combination of MPC and blockchain is ultimately to meet the more complex and changeable real needs, especially for various environments of data exchange and sharing. For example, secure multi-party computation can realize key management in the blockchain wallet, and divide the management right of assets reasonably to reduce the risk of single key loss. It can also realize the cross-domain access of EHR data. Based on personal digital identity infrastructure, hospital A could apply for data access to hospital B by obtaining the patient’s authorization, which does not need directly return the patient’s medical record data. It would meet the dual goals of diagnosis needs and privacy protection.

New practice in privacy protection——PlatON & Lumino

Secure multi-party computation is essentially a solution for data security. It is consisted of cryptographic technologies such as obfuscation circuit, secret sharing, homomorphic encryption, etc. PlatON has already realized the layout in these fileds. The key to secure multi-party computation is to use zero knowledge proof to prove that there is no leakage, which is also the key to Lumino.

Most of the existing efficient zero-knowledge proof algorithms need to create system parameters in a centralized way, so the third party who creates the parameters may forge proofs to destroy the underlying security of the main network. Lumino aims to generate the system parameters of the zero-knowledge proof through secure multi-party computation. In this process, the parameters are generated by members altogether, so they will not be obtained or tampered by a single party. This also constitutes the cornerstone of the subsequent privacy protection application. Only when the activity held safely, the subsequent decentralized application will be more secure.

This ceremony is PlatON’s latest practice in the field of privacy protection, and Lumino’s goal is to link the world’s cryptographic geeks to build a global privacy computation infrastructure. In the future community-based and open-source blockchain ecosystem, every participant is an important node, and every participation will make the underlying network more secure. Therefore, this is not only an activity, but also a collective wisdom full of ritual sense. PlatON will also take this opportunity to realize the vision of building infrastructure in the digital era, and make every effort to be the best practitioner in the field of privacy security.

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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

GPTHumanizer AI debuts enhanced humanization model with open access tier

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49 minutes ago

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February 4, 2026

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SILICON VALLEY, Calif., United States, 4th Feb 2026, Grand Newswire – Feb. 4, 2026 — GPTHumanizer AI, a language refinement platform designed to improve machine-generated text for human readers, today announced an update to its core engine. The update introduces an advanced editor-grade humanization model designed to support clearer, more natural writing across multiple contexts, available to users at no additional cost.

descript

New Architecture Enhances Clarity and Fidelity

The update features a multi-stage neural editing architecture that replaces single-step paraphrasing with layered refinement. This approach improves readability while preserving meaning, structure, and flow, delivering text that aligns more closely with human editorial standards.

 

Research-Driven Evolution of Humanization Architecture

GPTHumanizer AI offers text optimization solutions built on a methodology developed over years. By integrating multiple layers of neutral editing and style transformation, it produces text that reads naturally while preserving meaning. This evolution reflects a broader shift in language technology from single-step output generation toward pipelines that mimic real-world editorial workflows, enabling the platform to support demanding writing use cases across academic, professional, and creative contexts.

 

Reducing AI Detection Signals

GPTHumanizer AI’s refinement process adjusts phrasing, sentence variation and structural cues that many AI content detectors analyze to estimate whether text was machine-generated.

The platform’s layered editing promotes controlled variation and natural rhythm while preserving meaning, helping text align more closely with traits typical of human-crafted writing. The company notes that no system can guarantee avoidance of all detection signals, as detectors vary in design and accuracy.

 

Barrier-Free Lite Model

GPTHumanizer AI has introduced an open-access “Lite” tier to its ecosystem, providing unrestricted essential refinement tools without standard subscription requirements. This initiative is designed to support the ongoing workflows—from short paragraphs to iterative drafts—aiming to support academic writers, content creators, marketers, and students without restricting access through subscription barriers or word limits.

 

Tailored Performance for Writers and Academics

The platform also offers controllable editing modes allowing users to choose light polish or deeper structural refinement, a feature valued across academic, professional, and creative writing contexts.

“This release reflects an evolution from simple rewriting tools toward a constraint-aware editor model, anchoring quality in meaning and readability rather than ‘detector avoidance’,” said Ethan Miller, CEO of GPTHumanizer AI.

 

User Feedback Validates Practical Gains

Early adopters report improvements in content clarity and engagement while maintaining original informational integrity. “Internal evaluations show that 75% of academic users experienced improved readability without loss of meaning,” the company said.

 

About GPTHumanizer AI

GPTHumanizer AI is a language refinement platform dedicated to transforming AI-generated drafts into clear, human-quality text across writing genres. Built on a research-informed, multi-stage editing framework, the platform emphasizes semantic fidelity and accessibility. Through its open-tier initiative, the company aims to make high-quality language refinement more broadly available to writers worldwide. For more information, visit 

https://www.gpthumanizer.ai/ .

Media Contact

Organization: GPTHumanizer AI

Contact
Person: Ethan Miller

Website:

https://www.gpthumanizer.ai

Email:

ethanmiller@gpthumanizer.ai

City: SILICON VALLEY

State: Calif.

Country:United States

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Press Release

GISEC Global to Launch Cyber Diplomacy Forum in 2026 as Cybersecurity Moves Centre-Stage in Global Trade and Foreign Policy

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4 hours ago

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February 4, 2026

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Abu Dhabi, UAE, 4th February 2026, ZEX PR WIRE, GISEC Global, the Middle East and Africa’s largest and most influential cybersecurity event, has announced the launch of the Cyber Diplomacy Forum, a new high-level platform debuting at GISEC Global 2026, reflecting the growing role of cybersecurity in foreign policy, international trade and national security decision-making.

The announcement follows an invitation-only Cyber Envoys’ Breakfast Briefing held in Abu Dhabi on 29 January, which convened more than 140 diplomats, including 32 ambassadors, trade attachés and senior representatives from international missions and business councils based in the UAE, such as Ambassador of India Deepak Mittal, European Union Ambassador Lucie Berger, and Egypt’s Ambassador, Essam Ashour. The closed-door briefing offered diplomatic stakeholders an early look at the Forum’s scope and objectives, ahead of its formal debut in 2026.

Developed in collaboration with the UAE Cybersecurity Council and powered by DAAKYI, the Cyber Diplomacy Forum is designed as a dedicated platform for governments, multilateral institutions and the private sector to address the increasingly cross-border nature of cyber risk. As cyber incidents continue to disrupt global supply chains, financial systems and critical infrastructure, the Forum positions cybersecurity as a strategic enabler of economic stability, trade confidence and international cooperation.

New for 2026, GISEC Global will also introduce the International Cyber Zone, bringing together more than 20 country pavilions – including Australia, Singapore, and South Korea – to showcase national cybersecurity capabilities, policy priorities and cross-border collaboration opportunities. The new zone reinforces the event’s role as a convening platform for government-led engagement, enabling countries to align policy, trade and innovation agendas within the global cybersecurity ecosystem.

At GISEC Global 2026, the Cyber Diplomacy Forum will focus on the intersection of cybersecurity and diplomacy, including the role of cyber policy in trade relations, public-private coordination on cross-border threats, and the development of shared approaches to cyber resilience in an increasingly fragmented digital landscape. The Forum will also see strong participation from Africa, with a delegation of government officials, ministers and cybersecurity companies from more than 12 African countries expected to attend. The delegation will be led by DAAKYI Secure Africa, headquartered in Ghana, reflecting the growing role of African governments in shaping global cyber policy and digital resilience frameworks.

The launch of the Cyber Diplomacy Forum reinforces GISEC Global’s evolving role as a global convening platform, bridging technology, policy, diplomacy, and international trade. By embedding cyber diplomacy into its 2026 programme, GISEC Global aims to facilitate sustained dialogue between governments and the private sector, supporting secure digital transformation worldwide.

Speaking on the announcement, Alex Nicholl, Vice President of New Industries at Dubai World Trade Centre, which organises GISEC Global, said: “Cybersecurity has moved beyond the IT

department and into the heart of diplomacy, trade and national security. The Cyber Diplomacy Forum reflects a clear shift in how governments are engaging with cyber risk – not as a technical issue, but as a strategic and economic one that requires coordinated international dialogue.”

The launch reinforces GISEC Global’s evolving role as a convening platform for policy, business and technology leaders, bringing diplomatic voices into structured dialogue with industry, investors and innovators. It also underscores the UAE’s positioning as a neutral hub for international engagement on emerging global challenges.

GISEC Global 2026 will take place from 5–7 May 2026 at Dubai Exhibition Centre (DEC), Expo City Dubai, bringing together policymakers, CISOs, technology leaders, startups and investors from over 160 countries.

About Dubai World Trade Centre (DWTC):

A global business facilitator since 1979, Dubai World Trade Centre (DWTC) is home to the region’s leading purpose-built convention and exhibition centre. DWTC provides a platform for connecting people, products, innovation and ideas from around the world through a dynamic calendar of international trade exhibitions and its own roster of sector-leading mega events. As a designated free zone, complemented by award-winning commercial real estate, DWTC plays an integral role in Dubai and the region’s growth story. Since its inauguration, DWTC has hosted over 6,000 events, with an estimated economic output of AED 248 billion, attracting over 38 million business visitors to Dubai.

Building on this legacy, DWTC’s second flagship venue, the Dubai Exhibition Centre (DEC), stands as a premier destination for prominent national and international mega events. Strategically aligned with the Dubai 2040 Urban Master Plan, DEC’s recently announced AED 10 billion expansion is integral to Expo City Dubai’s vision of becoming a global business hub for exhibitions and events.

 

Media Contact:

Jane Oneill – PR Manager

Jane.oneill@dwtc.com

Follow GISEC Global on social media: Facebook | X | Instagram | LinkedIn | Youtube

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Press Release

2026 Loungewear Trend Forecast: Boundless Comfort, Stylish at Home —— EKOUAER Leads the New 2026 Loungewear Trend with the Philosophy of “Comfort Without Compromise”

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8 hours ago

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February 4, 2026

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In the fast-paced modern lifestyle, loungewear has evolved beyond just sleepwear, becoming an expression of personal style and an all-day comfortable living attitude. As a pioneer in the loungewear industry, EKOUAER is leading the new comfort trends for the 2026 loungewear market with its unique perspective and exceptional products.

Shift in U.S. Consumer Demand: Loungewear Beyond the Bedroom
In recent years, U.S. consumers’ demand for loungewear has undergone significant changes. They are no longer satisfied with viewing loungewear merely as sleep attire but expect it to integrate into every aspect of daily life—whether relaxing at home, taking a walk outside, or attending small gatherings, loungewear should serve as an ideal choice for expressing personal style and comfort. This shift in consumer behavior has created new growth opportunities and design inspiration for the loungewear market.

Four Trends Defining the New 2026 Loungewear Wave

  1. All-day Comfort Takes Center Stage
    Advances in fabrics and tailoring enable loungewear to effortlessly transition from morning to night, meeting the demands of all-day scenarios. Consumers seek a wearing experience that offers both soft, enveloping comfort and a fresh, dry feel throughout the day.
  2. Hybrid Wear Drives Design Innovation
    The need for light outdoor activities, such as picking up packages or taking neighborhood walks, requires loungewear to balance privacy with a presentable appearance. Tailoring emphasizes “relaxed but not sloppy,” incorporating subtle details into loose-fitting designs to ensure effortless style during unexpected outings.
  3. Soft-touch Fabrics Continue to Evolve
    Beyond classic cotton and modal, materials like satin and silk blends are gaining popularity for their lightweight, breathable, and subtly lustrous qualities. These fabrics not only offer a luxurious feel but also enhance overall dressing sophistication.
  4. Relaxed but Polished Emerges as the New Aesthetic
    The new generation of loungewear moves away from an overly casual look. Through thoughtful details like refined collars, elegant piping, and well-placed prints, it achieves an understated elegance while ensuring absolute comfort.

EKOUAER: Responding to Trend Evolution with Product Innovation
Several of EKOUAER’s products exemplify these emerging trends:

Satin Pajama Set, crafted from ultra-soft silk-touch fabric, combines breathability and skin-friendly comfort. With its classic collar and button design, it strikes a perfect balance between comfort and minimalist style, seamlessly transitioning from casual lounging at home to gatherings with friends.

Silk Satin Pajama Set interprets the “relaxed yet refined” concept with its unique satin material and contrast piping details. The elastic waistband and side slit design ensure freedom of movement while adding a touch of understated sensuality.

Camisole Nightgown is designed for consumers seeking simplicity and coolness. Made from elastic, breathable fabric with a liberating camisole back, it can be worn as loungewear or paired with an outer layer for outdoor cool-weather outfits.

Bohemian Print Romper represents the epitome of Hybrid Wear. With its relaxed jumpsuit silhouette, vibrant prints, adjustable straps, and practical pockets, it effortlessly transitions across various scenarios—from home lounging and vacation wear to everyday outings—making it a versatile staple for simplifying your wardrobe.

Industry Recognition and Market Favor

EKOUAER’s leading designs are not only beloved by consumers but have also earned recognition from authoritative platforms. The brand’s products have been featured on lifestyle TV programs such as Good Night New York and Coffee with America, sharing the aesthetics of home comfort. They have also been highlighted in renowned fashion magazine ELLE. Additionally, EKOUAER’s collections have been consistently selected for the “Amazon Holiday Gift Guide,” receiving official endorsement as a top comfort choice, further solidifying their reputation as a preferred gift option.

In 2026, the loungewear industry will enter a new phase where “comfort and style coexist, functionality and scenarios merge.” EKOUAER remains committed to prioritizing consumer needs, driving continuous product innovation, and offering trend insights. By providing loungewear that combines comfort with thoughtful design, the brand not only meets user expectations but also solidifies its position as an industry trendsetter. Moving forward, EKOUAER will continue to delve into skin-friendly fabrics and versatile scenario-based designs, ensuring the experience of “Comfort Without Compromise” permeates every moment of life.

EKOUAER

Dana Li

pr@EKOUAER.com

New York, US

https://EKOUAER.com/

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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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