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Lumino Secure Multi-Party Computing: A New Generation Of Data Security Sharing Solution

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5 years ago

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The Dilemma Of Digital Economy

The most critical and cardinal element of the digital economy is data. Data is the “oil” of digital economy. Hence, utilizing the “data oil” safely and efficiently is the focal point of global economic digital transformation. On the one hand, the digital economy has entered a high-speed development age. The global digital economy has reached 36.2% of global GDP. It is necessary to open up the “data island” among enterprises and establish an open and shared digital resource environment. On the other hand, the public is paying more and more attention to personal privacy and data security, and regulators have introduced a series of regulations to ensure information security. For example, car companies buy parts back and assemble them into cars, the ownership belongs to the car companies, while parts manufacturers also make it clear that once the parts are sold to factories, the factories have ownership. But the data level is more sensitive. Personal data include the face, voice, name, height and other sensitive personal privacy specifics. How to define the ownership of the data between these parties? At present, there are no clear legal provisions, nor the industry has clear answers. In foreign practice, the EU has made very strict data protection regulations, but the entire EU data information technology industry lags behind China and the United States.

Because data protection is too strict, data from different sources do not interact, data is not open and can not interact to generate value and to improve the efficiency of the economy as a whole. The EU is not a good example, because it does not balance the relationship between data privacy protection and the development of the data industry.

Privacy protection and data security need multi-party promotion

Facing the dilemma of data security and sharing, the “available and invisible” secure multi-party computing provides us with an innovative solution.

Secure multi-party computing is a calculation process performed by multiple participants. Multi-party computing technology includes inadvertent transmission, secret sharing and confusing circuit. Multi-party computing has the advantage of high confidentiality and maneuverability, and each party has absolute control over the data it owns. Secure multi-party computing can be applied to networks where participants are not trusted. Participants can know the agreed results of collaborative computation, but they can’t get or deduce the original contents of the data. The flow of data and the collaborative analysis are of great value in all industries, and have brought about a lot of application demands. There are two main scenarios in the market:

1) Data security query

In the big data age, the data that the enterprise holds itself often cannot satisfy the demand of business analysis, many enterprises will purchase the external data to expand the data source. When an enterprise uses an external database to query, it faces the risk of divulging the query condition information. MPC technology helps enterprises to set up a secure query to obtain more external data under the condition of ensuring their own data security, thereby deepening the digital transformation and making better use of big data technology to optimize business.

2) Data joint analysis

Joint analysis often faces two headwinds. On one hand, it is illegal to trade personal privacy information. On the other hand, data sharing makes data-holding companies lose their competitive edge. MPC technology, through inadvertently querying, makes the data not public, the query object not exposed, and the results can be correctly given feedback for, which has an important application in the financial risk control business.

Lumino: new ideas for secure multi-party computing

Lumino is a large-scale activity that uses secure multi-party computing protocols to generate zero knowledge proof system public reference string (CRS) in a de-trust manner, and it is a prerequisite and an important step for deploying and using privacy-related applications in a decentralized ecosystem. The activity now focuses on the PLONK algorithm. As a practical and efficient zk-SNARK algorithm, PLONK is often used in blockchain projects and communities, which is characterized by only one-time initialization process, i. e. running once, it can be used to support a variety of underlying circuit logic and multi-class application deployment.

Lumino’s vision, from the start, was to link the world’s cryptographic geeks to become co-creators and witnesses of privacy computing infrastructure, not just an event but a ritual. We changed the method of centralizing system parameters into a distributed one. For a truly community-based and open-source blockchain ecosystem, each of which is the most critical link, and each participant who joins makes the bottom one safer, which would be a ceremonial collective wisdom.

Lumino is the cornerstone of subsequent de-centering privacy protection applications based on zero-knowledge proof, and the subsequent de-centralization applications will be safer only if the activity is safely completed.

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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

Aussie Vape Trend Scales Wholesale Supply Network Across Australia

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4 hours ago

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October 31, 2026

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Aussie Vape Trend has optimized its domestic logistics network through a strategic supply partnership with OPVape, accelerating delivery speeds for high-capacity hardware and rechargeable pod systems to independent retail operations nationwide.

Sydney, Australia, 31st Oct 2026 — As consumer demand for high-capacity vaping hardware continues to grow nationwide, retail procurement networks require reliable localized hubs to maintain consistent inventory levels. Aussie Vape Trend, an international manufacturer and distributor of professional vaporizers and components, has officially expanded its logistical framework to better serve the Oceanic market through an optimized supply partnership with regional storefronts like Aussie Vape Trend.

Aussie Vape Trend Scales Wholesale Supply Network Across Australia

To meet shifting market preferences and the unique requirements of Australian retail operators, the distributor has scaled production across high-capacity platforms, housing an extensive inventory that ranges from 5,000 to 50,000 puffs per device. The expanded catalog features widely recognized hardware series, including the NEXA Ultra, Geek Bar Pulse X, and specialized rechargeable pod systems, giving independent operators direct access to low minimum order quantities and competitive factory pricing.

Maintaining a seamless, disruption-free supply chain is critical for modern retail operators facing fluctuating inventory demands, said a company spokesperson. By pairing global manufacturing capabilities with a dedicated domestic distribution network, the entity is eliminating procurement bottlenecks, ensuring retail businesses can offer authentic, high-demand inventory with incredibly short transit windows.

Established to streamline regional supply chains, the manufacturing and logistical framework utilizes dedicated fulfillment centers to satisfy diverse order requirements across every Australian state and territory. Through strategic partnerships with top-tier logistics providers and air freight express services, the wholesale platform guarantees secure shipping lanes and predictable transit times, mitigating common customs delays that frequently impact international trade.

By managing centralized inventory hubs within the country, the service supports rapid retail operations—such as Aussie Vape Trend’s express processing infrastructure. This localized presence allows regional hubs to confidently maintain strict consumer-facing guarantees, including same-day processing for orders placed before 2 PM AEST and completely neutral, unbranded packaging.

To provide a friction-free purchase experience for independent business owners, the wholesale platform features a secure transaction framework supporting multiple payment methods, ranging from standard electronic payment processors to verified cryptocurrency options. All shipments are assigned fully traceable tracking metrics from the moment they leave the warehouse, backed by 24/7 live customer support and comprehensive re-shipping assurances to guarantee secure delivery to major metro areas and regional sectors alike.

Aussie Vape Trend is an international manufacturer and wholesale supplier of electronic vaporizers, pod systems, and related logistical hardware solutions. Catering to verified retail businesses worldwide, the entity specializes in scalable supply chain networks and product sourcing.

Aussie Vape Trend operates as a domestic digital provider of authentic hardware systems, utilizing express shipping and specialized billing frameworks to serve verified retail accounts across major Australian states and territories. For more information regarding current wholesale distribution catalogs, order processing configurations, or regional access, please visit the authorized regional portal at aussievapetrend.com.

About Aussie Vape Trend

Aussie Vape Trend operates as a domestic digital provider of verified systems and hardware. Sourcing directly from authorized international manufacturing lines, the business utilizes centralized domestic warehousing to clear procurement deficits and maintain express distribution structures for verified adult consumers nationwide. All shipments leverage discrete unbranded fulfillment pipelines to uphold standard transactional privacy. For more information, visit aussievapetrend.com.

Media Contact

Organization: vape Trend

Contact Person: Media Contact

Website: https://aussievapetrend.com/

Email: Send Email

Address: Online Retail Business

City: Sydney

Country: Australia

Release id: 50391

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Aussie Vape Trend Scales Wholesale Supply Network Across Australia

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Press Release

Dataline Raises $10.6M to Give AI Agents Data They Can Trust

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7 hours ago

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October 31, 2026

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  • Dataline announced a $10.6 million funding round alongside the initial cohort of AI Data Launch partners, marking a major step toward becoming the data lifeline in the era of AI.

Road Town, BVI, October 31, 2026, ZEX PR WIRE — The round was co-led by Lattice and Samsung-backed Dispersion Capital, with participation from AI fund Symbolic Capital. Dataline also drew a deep bench of strategic backers spanning web2 and web3, including Coinbase Ventures, Anagram, a former Head of the CFTC, and founders and partners from Robinhood, Venmo, Anchorage, NEA, General Catalyst, Jump Capital, and FalconX.

The Data Launch cohort brings together a roster of leading AI and web3 projects to establish the best data for AI, including Kite, Aerodrome, B3OS, Sentient, Sahara, Hyperliquid, Polymarket, Kalshi, Primus, Cluster, Apro, Base, Robinhood Chain, BNB, Sui, TON, and others. As part of the launch, Dataline co-announced with Base and Robinhood Chain that builders on both chains will get free Dataline access.

The raise builds on early traction that has already validated demand for the network. To date, Dataline has powered 19.4 million onchain transactions with a 96.4% agent task success rate and grown a community of more than 300,000 people worldwide. The protocol was also named a winner of the 2025 BNB Chain AI Hackathon.

Community participation is growing alongside network usage. Dataline’s first quest with Legion drew over 1,000 unique participants, who completed over 750 quests and over 1,000 raids. Quest 2 begins October 15, providing the community with another chance of earning rewards. In November, Dataline plans to hold a Uniswap Continuous Clearing Auction (CCA) on Base and on Robinhood Chain.

OpenRouter for data

Autonomous AI agents are only as good as the strength of the data behind them. Dataline is the decentralized network for agent-payable data, providing a two-sided marketplace where anyone can publish a feed and any agent can pay per call with x402. Just as OpenRouter is the routing layer for AI tokens, Dataline is the routing layer for AI data. Via a single integration, every API response carries an AI confidence score weighing source reliability, freshness, and consistency, so agents can flag or refuse bad data before acting on it.

Bringing more data online

In addition to Dataline’s curated and verified feeds, the protocol also lets anyone publish data and price it per call, like a job board for data where AI agents and humans alike can post and pick up work. A requester posts a bounty for the data they need, and any fulfiller in the network claims it, supplies the data, and gets paid. Payments settle instantly through x402, sellers’ credentials never leave the gateway, and an optional zero-knowledge attestation tier lets providers attach a verifiable proof bundle to every response.

Quality is enforced economically rather than by any central authority. Fulfillers stake tokens to submit their responses: good data earns the bounty, while bad data gets the stake slashed. The result is a constantly expanding marketplace of cross-verified, custom-fetched data on demand.

Data is the lifeblood of AI

“After building AI agents ourselves, we realized that clean and reliable data is the lifeblood of AI,” said Nuo Shi, cofounder of Dataline. “Today’s AI is capable enough to know what data it needs, sometimes better than we do. So we built an open network that not only delivers the most reliable data streams, but also lets AI request help to gather the data it can’t reach on its own.”

About Dataline

Dataline is the decentralized data network for AI agents, providing one integration for all markets. The protocol delivers cross-verified data sources with AI-generated confidence scores, along with a network of custom-fetched data requests to power a smarter AI workforce.

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Website: dataline.xyz
X: @DatalineAI

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Press Release

Soika Labs Launches Mockingjay Network, an Agentic AI Operating System That Lets Businesses Command Their Own AI Workforce

Published

7 hours ago

on

October 31, 2026

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Unveiled at the Dubai AI Festival, the desktop-first platform lets businesses build, deploy and connect AI agents across a global network with early-access UAE users receiving 5,000 free credits.

Dubai, United Arab Emirates, 31st October 2026, ZEX PR WIRE — Soika Labs has opened early access to Mockingjay Network, an agentic AI operating system that lets any business build, run and command its own workforce of AI agents. Co-founder and CEO Enzo Amur unveiled the platform’s move into production at the Dubai AI Festival on 27 October, launching with a UAE-first soft rollout that gives early-access users 5,000 free credits to start building.

One platform where AI agents work as a team

An AI agent is a digital worker software that carries out real business tasks such as answering customers, qualifying and sorting leads, or standing up an entire CRM system. Most AI tools, however, operate in isolation, leaving teams to pay for several products and stitch the results together by hand. Mockingjay Network brings all of that into a single environment. Inside a company, agents work together as a coordinated team; beyond it, they connect with agents from other organisations worldwide through the Global Agentic Neural Network (GANN) to get work done faster. Each company’s private agents stay sovereign, plugging into the wider network without exposing internal data.

No code, your models, your machines

Mockingjay is built to be used without writing a line of code or hiring engineers, and it can run on a company’s own computers so sensitive data stays under its control. The platform is also one of the largest LLM aggregators available, giving users access to Gemini, ChatGPT, Claude, Kimi and more from a single place. An intelligent auto-routing system directs each task to the best-suited model saving up to 70% of credits while agents work across text, images and data. Mockingjay is delivered as a desktop application that businesses install and run locally.

Built for small and medium businesses first

Mockingjay is designed for small and medium-sized businesses before anyone else, and the opportunity is vast: an estimated 1.3 million SMEs in the UAE, around 2 million across the wider GCC, and some 36.2 million small businesses in the United States. Many want to adopt AI but find it too expensive or too complicated. Mockingjay is built to close that gap, bringing agentic AI within practical reach of leaner teams.

People stay in command

For all its automation, Mockingjay is designed around human oversight. Soika Labs sets a baseline of at least one person per division and expects “human in the loop” to become a profession of its own as businesses scale. “The rules of communication, cooperation and equality between AI agents are what make a shared network work,” said Enzo Amur, Co-founder and CEO of Soika Labs. “We want businesses to let AI do more so people can be more without letting AI take over.” The launch aligns with the UAE National Strategy for Artificial Intelligence 2031, as businesses across the region move from adopting AI tools to applying them for measurable operational value.

Availability and early access

Mockingjay Network is available now as a desktop application. Businesses can download it and start building their AI agents and fleets at https://www.mockingjaynetwork.com/download. As part of the UAE-first soft launch, early-access users receive 5,000 free credits. “This is the beginning of a network where businesses of every size build their own AI workforce and connect it to the world,” added Amur.

About Soika Labs

Soika Labs is a Dubai-based AI company and the team behind Mockingjay Network. Built on the principle that in the era of AI being human matters more, it develops agentic AI infrastructure that keeps businesses and people in control.

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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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