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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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3rd Iraqi Medical Conference Concludes in Dubai

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Dubai, UAE, 16th February 2026, The 3rd Iraqi Medical Conference and BAU Awards Ceremony successfully concluded in Dubai on 14th February 2026, drawing more than 1,000 participants from the United Arab Emirates and across the globe.

Dr. Falah Al Khatib, Vice President of the Emirates Oncology Society presented with the Lifetime Achievement Award

Held for the third consecutive year in Dubai, the conference brought together a distinguished gathering of Emirati, Iraqi, and international physicians across all medical specialties, in addition to dentists, pharmacists, healthcare providers, medical and pharmaceutical industry professionals, medical and health sciences students, academics, researchers, and innovators.

Among the most distinguished honorees was Dr. Falah Al Khatib, Vice President of the Emirates Oncology Society and Senior Consultant Clinical Oncologist at Al Zahra Hospital – UAE, and Member of the Advisory Board and BAU Award Committee, who was presented with the Lifetime Achievement Award in recognition of his remarkable career and significant contributions to advancing oncology services and elevating medical practice at both regional and international levels.

The award reflected deep appreciation for the leadership and impact of UAE-based medical professionals who continue to set benchmarks in excellence, innovation, and humanitarian commitment.

The strong participation from the UAE’s medical community underscored the depth of scientific collaboration and professional partnership between Iraqi healthcare professionals and their Emirati counterparts. The event further highlighted the UAE’s continued role as a regional and global hub for medical innovation, research excellence, and international scientific exchange.

Over two dynamic days, participants explored the latest advancements in medical science, presented pioneering research, and shared advanced clinical experiences led by prominent Iraqi and international experts. The conference served not only as a scientific forum but also as a strategic platform for strengthening professional networks and fostering cross-border healthcare collaboration.

Dubai’s position as a world-class destination that seamlessly combines progress, hospitality, and innovation once again reinforced its standing as a premier host city for major international scientific gatherings.

A key highlight of the event was the BAU Awards Ceremony, which recognized outstanding medical professionals for their scientific, clinical, and humanitarian contributions.

The conference concluded with reaffirmed commitment to hosting the event annually in Dubai, further strengthening its role as a global platform uniting Iraqi, Emirati, Arab, and international healthcare leaders. Organizers emphasized the importance of sustained collaboration, knowledge exchange, and recognition of excellence as essential pillars for shaping a more innovative and sustainable future for healthcare.

The 3rd Iraqi Medical Conference and BAU Awards Ceremony stands as a testament to the power of scientific unity and shared vision in advancing healthcare across borders.

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When Gatekeepers Exploit the Public Markets: How Aggressive Micro-Cap Structuring Ruined It for Everyone

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The micro-cap IPO window did not close by accident. It did not shut because investors suddenly lost interest in growth companies, nor because capital vanished from the system. It narrowed because structural flexibility was pushed too far, for too long, and in ways that ultimately forced a response.

Between 2021 and 2025, U.S. IPO activity moved through distinct but related phases, with a meaningful share concentrated in small and micro-cap offerings. The early part of that period was marked by abundant liquidity and elevated risk appetite. Capital was readily available, speculative enthusiasm was high, and smaller issuers found receptive audiences. As broader market conditions tightened — rising rates, declining valuations, and more selective institutional capital — access became more constrained. But micro-cap deal activity did not disappear. Instead, structures became more complex, more aggressive, and in some cases more dependent on volatility itself to sustain capital formation.

Many of these offerings raised under $50 million. Some were far smaller. On the surface, the activity suggested that emerging companies still had viable pathways into the public markets even as larger IPO windows fluctuated. It appeared to represent resilience at the smallest tier of the exchange ecosystem.

But beneath that surface, structural vulnerabilities were becoming increasingly visible.

Low public float, thin liquidity, layered financing instruments, and capital structures highly sensitive to short-term trading dynamics created an environment where price spikes were common and reversals were swift. In some instances, the very features that made entry possible also amplified instability after listing. Retail investors frequently entered during upward momentum, only to encounter dilution cycles and sharp corrections once financing mechanisms were triggered.

By 2024 and into 2025, the pattern was difficult to ignore. When volatility-dependent structures repeat across multiple issuers and produce similar outcomes, exchanges and regulators inevitably respond.

To understand why the window narrowed, it is necessary to examine how certain gatekeepers operated during this multi-year cycle.

 

Why This Needs to Be Said

Much of this is acknowledged privately among market professionals but rarely articulated openly. The tightening of the micro-cap IPO market did not occur in isolation. It followed several years in which structural flexibility was tested — and in some cases stretched — to the outer edge of what the public markets would absorb.

When deal structures prioritize maximum short-term extraction over long-term durability, the consequences extend well beyond any single transaction. The ripple effects are systemic.

Legitimate small-cap companies that genuinely seek to use public markets for growth now face higher barriers because flexibility that once existed was leaned on too aggressively. Retail investors who want exposure to early-stage stories have grown more skeptical — understandably — after repeated volatility cycles that ended in heavy dilution and sharp declines. And securities attorneys who operate ethically, structure balanced offerings, and prioritize sustainable capital formation now work within a framework shaped by reforms triggered by more aggressive actors.

This is not an indictment of an entire profession. There are capable, principled attorneys who protect issuers and investors alike. But when a segment of the market exploits structural weaknesses — whether through excessively dilutive terms, volatility-sensitive financing, or capital raises timed around artificial momentum — the regulatory response applies broadly. It does not isolate the careful from the careless.

 

Exploiting the Structure of Micro-Cap Markets

Securities attorneys and placement professionals play a central role in shaping capital formation. They structure offerings, negotiate financing terms, design warrant packages, and guide issuers through public listings. When executed responsibly, this work strengthens market integrity and protects both issuers and investors.

During the 2021–2025 cycle, however, some market participants leaned heavily into vulnerabilities inherent in the smallest tier of the public markets.

Deeply discounted offerings layered onto thin floats. Highly dilutive convertible instruments structured to benefit from volatility. Heavy warrant coverage tied to elevated trading windows. Capital raises executed during price surges rather than tied to operational milestones.

This did not describe every firm or every transaction. Many advisors insist on durable, balanced structures. But in competitive environments, issuers under financial pressure gravitate toward the most permissive structure available. If one advisor is willing to push further — offering fewer constraints and more aggressive economics — the incentives become self-reinforcing.

Businesses generally pursue the structure that raises the most capital under the least restrictive terms. When thin float, retail momentum, and volatility can be leveraged to maximize proceeds, the temptation is obvious.

The outcomes, over time, became predictable.

 

The Volatility–Offering Cycle

In a low-float environment, even modest buying pressure can send a stock materially higher. Add promotional energy — optimistic press releases, speculative commentary, retail enthusiasm — and price discovery can detach from fundamentals with surprising speed.

A familiar sequence often followed: a sharp upward move; an offering or capital raise executed near elevated levels; warrant exercises or conversions; significant dilution; and then a rapid reversal as new supply overwhelmed demand.

Retail investors frequently entered during the surge, believing the move reflected genuine operational progress or transformative developments. In many cases, disclosures were technically compliant but structurally incomplete in terms of explaining how financing mechanics would affect shareholders during inevitable volatility.

When the reversal came — as thinly traded micro-caps often experience — retail participants were left holding losses amplified by capital structures designed to reset, reprice, or convert during weakness.

The issue was not geography. It was not limited to foreign issuers. U.S.-based micro-caps have exhibited similar cycles across decades. The common denominator was structure — and how that structure was used.

 

PIPE Financing: When a Tool Becomes a Weapon

Private Investment in Public Equity (PIPE) financings were originally intended as efficient capital formation tools. In principle, they allow public companies — particularly smaller issuers — to raise capital quickly without undertaking a full public offering. When structured responsibly, PIPEs can provide flexibility to companies navigating early growth phases.

But during the multi-year micro-cap cycle, these instruments were at times engineered in ways that diverged sharply from that purpose.

Deep discounts, floating-rate convertibles, reset provisions tied to future trading prices, and heavy warrant coverage can create incentives fundamentally misaligned with long-term shareholders. In thin-float securities, these features can produce a self-reinforcing loop: volatility attracts financing; financing introduces dilution; dilution pressures price; conversion formulas reset lower; and the cycle continues.

The structure becomes volatility-dependent.

This is not a blanket condemnation of PIPE transactions. Many are negotiated fairly and disclosed transparently. The concern arises when financing instruments are repeatedly designed in ways that appear to benefit from predictable dilution and instability — particularly in companies with limited operating scale.

Public markets tolerate dilution when it funds growth. They do not function well when financing mechanics depend on volatility and repeated resets to generate return.

When sophisticated professionals structure or facilitate such transactions repeatedly — especially where patterns become visible across multiple issuers — fines alone are unlikely to alter behavior. Monetary settlements absorbed as a cost of doing business do not deter systemic exploitation.

In cases involving intentional misrepresentation, undisclosed conflicts, coordinated dilution cycles, or market manipulation, consequences should extend beyond financial penalties. Industry bars, professional discipline, and — where evidence supports it — prosecution are not excessive measures. They are necessary protections.

Gatekeepers exist because markets rely on professionals to prevent predictable harm. When they instead enable it, meaningful accountability is essential.

 

Why Exchanges Responded

Exchanges did not tighten standards based on theory. They responded to observable fragility accumulated over several years.

Listing thresholds increased. Requirements surrounding unrestricted publicly held shares became more demanding. Continued listing standards — including minimum bid price and market value thresholds — were enforced more rigorously. Exchanges expanded qualitative discretion where structural concerns suggested heightened manipulation risk.

The entry threshold rose. The survival threshold rose. Ultra-thin, volatility-dependent pathways became significantly more difficult to execute.

From a systemic perspective, the shift is understandable. Markets cannot function if confidence erodes at their foundation. But the tightening did not isolate only aggressive actors. It reshaped the environment for everyone operating within it.

The Collateral Consequences

When structural flexibility is exploited repeatedly, corrective responses are rarely surgical.

Legitimate small companies now face higher capital barriers. Responsible advisors operate in a more restrictive framework. Retail investors approach micro-cap growth stories with heightened skepticism. The ecosystem adjusts collectively.

That is the quiet cost of exploitation.

The Larger Lesson

Public markets are sustained not only by disclosure, but by structure. When companies are engineered in ways that rely on volatility to raise capital, when financing mechanics amplify dilution during price spikes, and when retail investors repeatedly absorb asymmetric downside, confidence deteriorates.

Micro-cap IPOs still exist. Access has not disappeared. But it is no longer as permissive as it once was.

That shift was not random. It was the product of incentives pushed too far over a multi-year cycle — and structures leaned on too heavily.

Integrity sustains access.

Exploitation, eventually, closes the window for everyone.

Media Contact: 

Matt Miller
Strategic Risk LLC
Bronx
NY
United States
9143064771

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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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Alexandria-Based Jabaly Law Strengthens Fairfax and Arlington Presence with Dedicated Trial Attorneys for Commercial and Real Estate Disputes

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  • Delivering Experienced, Strategic Litigation Support to Protect Business and Property Interests Across Northern Virginia

Fairfax County, VA, 16th February 2026, ZEX PR WIRE, Commercial and real estate disputes in Fairfax and Arlington continue to grow more complex, often involving substantial financial stakes and intricate legal processes. Recognizing the increasing demand for strong litigation support, Alexandria-based Jabaly Law has expanded its presence in Fairfax and Arlington with a dedicated team of trial attorneys focused on handling high-stakes commercial conflicts and real estate matters. The firm aims to provide business owners, investors, landlords, and property stakeholders with the strategic courtroom advocacy needed to protect their assets and resolve disputes efficiently.

Commercial litigation and real estate conflicts can quickly disrupt business operations, delay transactions, and threaten long-term investments. Whether dealing with breach of contract claims, commercial lease conflicts, construction disputes, title issues, or property-related litigation, clients require experienced trial attorneys who can move decisively and effectively. Jabaly Law’s expansion brings enhanced support to local businesses and property owners who need representation grounded in preparation, strategic foresight, and deep understanding of Virginia’s legal landscape.

“At Jabaly Law, we know how critical it is for business owners and property stakeholders to have litigation counsel they can trust,” said a representative from the firm. “Our mission is simple: to provide assertive, informed, and results-driven advocacy that protects our clients’ interests—whether they’re facing a commercial dispute, a real estate conflict, or a complex trial requiring skilled courtroom strategy.”

Jabaly Law’s expanded litigation services now include commercial lease disputes, partnership conflicts, contract enforcement, construction disagreements, lien issues, buyer–seller disputes, boundary and easement conflicts, and cases involving fraudulent transfers or misrepresentation. The firm emphasizes early case evaluation, evidence preservation, and strategic planning, helping clients understand their strongest options before litigation intensifies.

Statutory timelines play a crucial role in commercial and real estate litigation. In Virginia, written contract disputes generally fall under a five-year statute of limitations, while real estate–related claims may involve distinct deadlines depending on the nature of the case. Missing these timelines can limit a client’s ability to recover damages entirely. Jabaly Law guides clients through these deadlines with precision, ensuring they take timely action and maintain the full protection of their legal rights.

Virginia and Washington, D.C., courts offer a range of remedies for commercial and real estate disputes, including compensatory damages, specific performance, injunctions, quiet title actions, eviction orders, declaratory judgments, and reformation or rescission of contracts. Jabaly Law’s attorneys analyze the most effective remedies for each case and pursue outcomes aligned with clients’ long-term business or property goals.

Beyond litigation, the firm provides preventive legal guidance designed to help businesses and property owners reduce risk and avoid future conflicts. This includes contract drafting and review, commercial lease analysis, real estate documentation support, negotiation guidance, and risk mitigation assessments.

Business owners, commercial landlords, real estate investors, and corporate decision-makers in Fairfax and Arlington seeking experienced trial attorneys for commercial or real estate disputes may contact Jabaly Law using the details below.

About Jabaly Law

Based in Alexandria and Fairfax, Virginia, Jabaly Law provides trusted litigation and advisory services for businesses and property owners across Fairfax, Arlington, Northern Virginia, and Washington, D.C. The firm focuses on commercial litigation, real estate disputes, contract conflicts, and partnership matters. With a commitment to thorough preparation, strategic insight, and personalized legal support, Jabaly Law helps clients protect their interests and navigate complex legal challenges with confidence.

Contact Details:

Addresses:
218 North Lee Street, Third Floor, Alexandria, VA 22314
3060 Williams Drive, Suite 300, Fairfax, VA 22031
800 Maine Avenue SW, Suite 200, Washington, DC 20024
Email: peter@jabalylaw.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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