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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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Amadeus Acquires Bitte to Power Private, Deterministic and Self-Improving Trading Agents

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Strategic acquisition combines Bitte’s proven trading agent platform and developer ecosystem with Amadeus Protocol’s private, deterministic infrastructure.

Tortola, BVI, 4th February 2026, ZEX PR WIRE, Amadeus Protocol, the AI-native Layer 1 for private, deterministic, self-improving agents, today announced the strategic acquisition of Bitte.ai (formerly Bitte Protocol / Mintbase) for $1.7 million paid in $AMA. The deal unifies Amadeus’ approach to developing infrastructure for private and deterministic agents, with Bitte’s battle-tested agentic trading product, user base and integrations.

Bitte brings a live, multi-chain network of 24,164 unique users, 2.85M+ messages across 344k+ chats, and 16,703 registered agents. The majority of these users are EVM-native, directly aligning with Amadeus’ initial go-to-market focus on prediction markets, DEXs and exchanges.

Amadeus is a high-performance Layer 1 that combines Useful Proof of Work (uPoW), turning mining into useful AI computation, with a deterministic agent runtime, on-chain learning history and Trusted Execution Environments (TEEs)-backed privacy pools. Together, these enable agents that are replayable, auditable, and privately executed at the base layer.

Since 2018, the Bitte (formerly Mintbase) team has been at the forefront of practical application development, pioneering digital asset solutions before the technology reached mainstream adoption. Their engineering pedigree includes groundbreaking implementations at major industry events such as NFT.NYC and Berlin Blockchain Week.

Bitte has spent years building consumer-facing Web3 applications and, more recently, agentic trading flows on top of DEXs and on-chain venues. With the acquisition, those ideas are being rebuilt as protocol-native agents on Amadeus.

“Bitte proved that users want to interact with agents to manage trades and build investment strategies,” said Leslie Kivit, Co-Founder of Amadeus. “We have now combined Bitte’s product, data and integrator network with Amadeus’ private and deterministic agent runtime. Every user on Amadeus will be able to run their own autonomous self-improving agent through simple text commands on every chain. For partners like exchanges and prediction markets, we offer an embedded agent that makes complex features accessible through natural conversation.”

The integration focuses on three key pillars:

  1. Unified Interface: Bitte’s workflow engine, UX components and lessons from 2.8M+ historical agent messages will be integrated into Amadeus.

  2. Amadeus Trading Fabric: Bitte’s existing exchange and DeFi connectors will plug into Amadeus as venue adapters, feeding a unified, CRDT-style orderbook. High-value Bitte agents will be re-implemented as deterministic agents with on-chain learning histories.

  3. Community: Bitte’s partners, developers, and users will transition to the Amadeus ecosystem. The Agent Launchpad is live from today on bitte.ai. Additional agents and features will be released over the coming weeks. To accelerate adoption, Amadeus is waiving all deployment and usage fees for agents. Partners including decentralized exchanges and prediction markets can integrate Amadeus agents at no cost. 

Effective immediately, all Bitte assets, intellectual property, and technology platforms will be integrated into Amadeus Protocol’s broader innovation portfolio. The Amadeus team thanks the Bitte community, early supporters, and partners who made this milestone possible.

About Amadeus Protocol: Amadeus Protocol is the privacy settlement layer for agents. The network combines verifiable agent execution with privacy-preserving infrastructure, enabling agents that learn, adapt, and execute across multiple chains.

About Bitte.ai: Bitte.ai is an AI agent platform enabling users to deploy trading strategies through natural language. Since 2018, the team has built consumer blockchain applications serving artists, creators, and traders.

www.ama.one
info@ama.one
https://x.com/amadeusprotocol

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Press Release

BikesDirect Strengthens Its Role as the Leading Factory-Direct Bicycle Source in 2026

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  • Industry-Leading Value, Transparent Pricing, and Expanded Selection Continue to Set Bikesdirect Apart as Rider Demand Grows Nationwide

Jacksonville, FL, 4th February 2026, ZEX PR WIRE, As cycling continues its steady evolution from niche hobby to mainstream lifestyle choice, Bikesdirect is reinforcing its position in 2026 as the leading destination for factory-direct bicycles, offering riders nationwide unmatched value, selection, and transparency at a time when affordability and performance matter more than ever.

With growing interest in cycling for fitness, commuting, recreation, and exploration, consumers are increasingly scrutinizing how and where they buy their bikes. In that landscape, Bikesdirect’s direct-to-consumer model—cutting out traditional retail markups while delivering performance-focused designs—has emerged as a defining advantage. The company’s continued growth reflects a broader shift in consumer expectations: riders want quality without inflated pricing, clarity without gimmicks, and access to bikes that fit real-world riding needs.

“Cycling has changed, and so has the way people shop for bikes,” said a Bikesdirect spokesperson. “Riders are more informed than ever. They understand components, geometry, and value. Our role is to meet that knowledge with honesty, consistency, and factory-direct pricing that makes sense.”

At the core of Bikesdirect’s success is a straightforward approach that has remained consistent even as the industry has evolved. By working directly with manufacturers and eliminating layers of distribution, Bikesdirect delivers bicycles that would typically carry significantly higher price tags in traditional retail environments.

This model has proven especially relevant in recent years, as rising costs across shipping, materials, and retail overhead have pushed bike prices higher industrywide. While many retailers have struggled to balance price increases with customer expectations, Bikesdirect’s factory-direct structure has allowed the company to maintain competitive pricing without sacrificing component quality or ride performance.

The result is a catalog that spans nearly every riding category—from road and gravel to mountain, hybrid, cruiser, electric, and youth bikes—while remaining accessible to both first-time buyers and experienced cyclists seeking performance upgrades.

Industry observers note that this approach has positioned Bikesdirect as a value benchmark rather than a discount outlet. The company’s bikes are not built to chase trends or inflate feature lists but to deliver functional performance aligned with how people actually ride.

In 2026, the cycling audience is more diverse than ever. Riders are not defined solely by racing ambitions or trail intensity. Many are commuters seeking efficiency, fitness riders prioritizing comfort, families introducing children to cycling, or adventure-minded cyclists exploring mixed terrain at their own pace.

Bikesdirect’s product strategy reflects that diversity. Hybrid bikes continue to attract riders looking for flexibility across pavement and paths. Gravel bikes are drawing those interested in endurance and exploration without the rigidity of traditional road cycling. Mountain bikes remain a cornerstone for off-road enthusiasts, while cruisers appeal to riders who value simplicity and comfort. Electric bikes have expanded access further, allowing more people to ride longer and more frequently.

According to Bikesdirect, one of the defining trends of 2026 is the decline of one-size-fits-all retail sales. Riders increasingly seek bikes that match their lifestyle rather than forcing their lifestyle to fit a bike.

“We’re seeing customers who know exactly how they want to ride,” the spokesperson said. “They don’t want to be upsold into something they don’t need. They want a bike that fits their use case, their budget, and their long-term goals.”

Beyond pricing, Bikesdirect has leaned heavily into transparency as a core differentiator. Each product listing emphasizes detailed specifications, component breakdowns, geometry insights, and clear explanations of what riders are getting for their investment.

In an industry where marketing language can sometimes obscure meaningful differences between models, Bikesdirect has found that clarity builds trust. Customers can compare bikes based on real performance indicators rather than vague branding tiers.

Customer feedback suggests that this transparency reduces purchase anxiety, especially for riders who may not have access to a local specialty shop or prefer to research independently before buying.

As online shopping continues to dominate consumer behavior, Bikesdirect’s emphasis on education and clear communication has become a critical part of its value proposition.

The cycling industry has experienced significant volatility in recent years, from supply chain disruptions to shifting demand cycles. Throughout those fluctuations, Bikesdirect has focused on consistency—maintaining reliable product availability, straightforward policies, and predictable pricing structures.

This stability has resonated with riders frustrated by sudden price changes, limited stock, or unclear product positioning elsewhere in the market. For many customers, Bikesdirect represents a dependable option in an otherwise fragmented retail environment.

Industry analysts point to this consistency as a key reason the brand continues to attract repeat buyers. Riders who purchase their first bike through Bikesdirect often return later for upgrades, accessories, or additional bikes for family members.

Bikesdirect’s reputation has been shaped not by short-term promotions but by long-term customer relationships. Thousands of verified customer testimonials highlight experiences ranging from first-time bike ownership to multi-bike households built entirely through Bikesdirect purchases.

These testimonials frequently cite value, build quality, and reliability as deciding factors. Many riders report that their bikes exceeded expectations based on price alone, reinforcing the idea that factory-direct does not mean compromised performance.

The company’s ongoing focus on post-purchase support and clear documentation further contributes to customer confidence, particularly for riders assembling bikes at home or making component adjustments independently.

Cycling in 2026 is less about strict categories and more about adaptability. Riders expect their bikes to handle multiple scenarios, from weekday errands to weekend adventures. Bikesdirect’s lineup reflects that reality by emphasizing versatile geometries, practical component choices, and designs that prioritize ride comfort alongside efficiency.

Rather than chasing extremes, the company’s approach aligns with how most people actually use their bikes. This philosophy has helped Bikesdirect stay relevant as cycling culture shifts away from exclusivity and toward accessibility.

“Cycling should feel welcoming, not intimidating,” the spokesperson said. “Too often, riders feel pressured to overspend or choose bikes that don’t match how they actually ride. Our goal is to remove those barriers by offering honest options, clear information, and factory-direct value. When people feel confident about their purchase, they ride more often, enjoy it more, and stay connected to cycling long term.”

As Bikesdirect moves further into 2026, the company plans to continue refining its product offerings while maintaining the principles that have defined its growth. That includes expanding selections where rider demand is strongest, improving educational resources, and preserving the factory-direct pricing model that has become its hallmark.

While the broader cycling industry continues to adapt to economic pressures and changing consumer habits, Bikesdirect remains focused on delivering tangible value rather than marketing promises.

The company believes that its role in the cycling ecosystem is not to compete with local bike culture but to complement it—providing access, affordability, and choice for riders who want control over how they buy and ride.

Cyclists looking for performance-driven bikes without inflated retail pricing can explore Bikesdirect’s full factory-direct lineup by visiting Bikesdirect.com. With transparent specifications, rider-focused designs, and pricing built around real value, Bikesdirect continues to make cycling more accessible in 2026 and beyond.

About Bikesdirect

Bikesdirect is a leading online retailer of factory-direct bicycles, offering a wide range of road, gravel, mountain, hybrid, cruiser, electric, and youth bikes. By eliminating traditional retail markups, Bikesdirect delivers high-quality bicycles at competitive prices to riders across the United States. The company is committed to transparency, value, and helping cyclists find bikes that match their lifestyle and riding goals.

Contact Information

Website: https://bikesdirect.com/

Contact: https://www.bikesdirect.com/contact.htm

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GPTHumanizer AI debuts enhanced humanization model with open access tier

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SILICON VALLEY, Calif., United States, 4th Feb 2026, Grand NewswireFeb. 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 draftsaiming 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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