Press Release
ACI quantitative robot-The power of reading the trends
In 1962, Everett-Rogers proposed the theory of innovative diffusion, designed to explain how, why, and how quickly new ideas and technologies were spread. The theory explains how a product or technology gains momentum and spreads across a specific population over time. The end result is that people apply a product, technology, or idea. One of the key implications is that the application of a new technology in the population does not occur simultaneously. Instead, certain people and groups are more likely to apply technology at different times, consistent with specific psychological and social characteristics. There are five established applicationcategories for new ideas or products. These categories are defined below.
A The Innovator. “Innovators are adventurous and willing to take the risks. They fundamentally wanted to be the first person to try something new. Their goal is to explore new technologies or innovation and to find opportunities to be drivers of change. 」
B Early App. “Once the benefits of a new innovation start to become obvious, early apps are eager to try. Early apps bought new technology to achieve revolutionary breakthroughs that gave them a huge competitive advantage in their industry. They like to gain more advantages than their peers, and they seem to have the time and money to invest. 」
C Early majority. “The early majority of the mainstream usually focused on innovation in solving specific problems. They look for complete products that are fully tested, adhere to industry standards, and are used by others they know in the industry. They are looking for gradual, proven ways to do what they are already doing. 」
D Later majority. “The late most are risk aversion, applying only new innovations to avoid the embarrassment of being left behind. 」
E The Times. “The outdated people stick to the end. They valued traditional methods of doing things and refused to apply new technologies until they were eliminated by previous systems and forced to do it. 」
Bitcoin has captured the human imagination. Bitcoin’s story is perhaps more tempting than any previous high-tech innovation. It brings the most cutting-edge innovation to one of the foundations of mankind: currency. Given the possibility of revolutionizing such a fundamental concept, Bitcoin underwent several speculative cycles in its brief history. However, it would be a serious mistake to use these cycles as grounds for denying Bitcoin. These cycles are a well-understood psychological phenomenon caused by man’s fascination with new things. Moreover, any excessive emphasis on foam is to see the trees without the forest. Because, in just 12 years, Bitcoin has grown to 135 million users worldwide, with a faster application rate than the Internet, mobile phone, or virtual banking tools, namely PayPal, in the comparable period. At the current application rate, Bitcoin will reach 1 billion users in four years. Bitcoin, like all previous innovative technologies, is following a predictable and transparent application curve, although accelerating.
Such an incremental user base, the dividend period retained to us ordinary people about how long still?
Which track should we choose during the dividend period, and what can we can and do on this track?
These will be left for everyone to sink down to think;
For me personally, why I choose quantitative trading this derivative as a long-term development track, why I choose ACI quantitative robot, below I explain this question from two aspects.
First, the above mentioned Bitcoin development rate and user growth base, then for this market must be more and more user growth base, because this is the market of mankind, is Bitcoin’s original design concept —— decentralization, in the future, more and more people will enter the huge market derived from the digital currency such as bitcoin, Ethereum; the longer time period, one year, two years or five years, this cycle youcan grasp the number of your wealth appreciation (the biggest wealth);
Second, the first thing new users enter the market must face the secondary market, retained in the secondary market will learn currency speculation and trading, so what is the biggest difference between quantitative and labor? To enter the secondary market to do trading, the first is to learn mathematics, physics and chemistry, the second is anti-humanity, to face and accept the market of every market fluctuations, the third is to establish a set of their own trading system and resolutely implement. These three points seem simple, but need the hard conditions: 1, talent; 2, systematic learning and combat; 3,5 or even over 10 years of full-time experience; otherwise why there has been a saying: one profit, two draws, two losses and seven losses. Ask, if every user can make money in the digital money market, where does the money come from? And quantitative trading it is more suitable for ordinary players, it also has a scientific name called algorithm trading, it will replace artificial strategy, with mathematical models and scientific strategy, to achieve a certain conditions, but its profit is a stable long-term absolute value, rather than the short term of wealth; because each of us enter the digital currency secondary market, the original intention is to improve life, achieve wealth growth, increase the happiness index;
Third, why do you choose the ACI quantitative robot as a tool to fry the currency?
1. Select any product to make a comparison, especially the financial industry; here put forward a core: withdrawal rate is linked to risk, and the secondary market price of digital currency fluctuates greatly, a careless will be a large withdrawal, so we choose the product is not its return rate, but two products, product recovery rate is 100%, and 50%, product 20 year rate is 70%, and the withdrawal rate is 10%, the choice is only product 2;
2. Fund utilization rate, not just play finance, as long as you do business you will understand that the nature of business is not related to fund utilization, the greater your capital utilization proves that the more you can do, the more pipeline to profit; (those who play Martin strategy)
3. The concept reflected by the ACI quantitative robot is also consistent with the personal development ideal, It is free and continuously updated and optimized for life, Of course there is no free lunch, After all, everything takes costs, It charges a small transaction fee, To mark 99.99% of the various products on the current market, All exceptions are the lowest 20% profit withdrawals, Take an example here, If 10,000 u profit 1,000 u, Excluding withdrawal servants and exchange fees, Only over 700 u, came up with While the same ACI quantized robot profits 1,000 u, with 10,000 u Remove fees, Final hand 935-940u;
4. API technology interface of trading platform, do quantitative is a core is security and stability, as the three head compliance trading platform —— currency network, I think I don’t need me to introduce, whether from the user base, trading depth or technical security, is the best choice, after all, security and stability is not what we want;
Simply summary, quantification is actually statistics
About Author
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.
Estonia, 21st February 2026, ZEX PR WIRE, AgriFi, the blockchain-based agricultural finance ecosystem built on the Polygon network, has introduced its structured DeFi staking framework designed to align blockchain rewards with measurable agricultural productivity.
Unlike conventional yield farming systems that rely primarily on token emissions, AgriFi’s staking architecture operates under what it defines as a Fair Yield Economy, where participation rewards are linked to ecosystem performance rooted in real farming activity.
This milestone reflects AgriFi’s 2026 objective of building a transparent Agricultural DeFi infrastructure where digital finance mechanisms are anchored to productive land, verified farm data, and operational revenue.
Redefining DeFi Staking Around Real Economic Output
Most staking systems in decentralized finance are structured around supply expansion or liquidity mining incentives. While these models can drive participation, they are often disconnected from real-world productivity.
AgriFi’s architecture introduces a structurally different framework.
The AGF token, an ERC 20 asset operating on Polygon with a fully circulating supply of 7.2 billion tokens, functions within a broader agricultural finance ecosystem. Staking is not positioned as speculative yield farming. Instead, it operates as a structured participation layer linked to ecosystem performance.
The underlying principle is straightforward:
Blockchain rewards should reflect measurable economic activity.
Within AgriFi’s model, that activity originates from agricultural production, farmland participation structures, and ecosystem-level revenue logic.
How AgriFi’s Blockchain Staking & Profit Model Works
Staking Module
Token holders can lock their AGF tokens for periods ranging from 30 to 360 days, earning competitive yields of 5%–18% APY.
Smart contracts automatically calculate rewards based on staking duration and redistribute them directly to users’ wallets.
An early exit penalty of 2% ensures long-term ecosystem stability and consistent capital flow.
Profit Distribution Module
Beyond staking, AgriFi’s Profit Distribution Module converts farm revenues, such as crop sales and lease income, into stablecoins (e.g., USDC) and allocates them proportionally to AGF holders.
This creates a dual-income structure where investors benefit from both DeFi yield and real-world agricultural profits.
This establishes a dual participation structure where AGF holders may engage in both staking mechanics and agricultural performance participation, subject to ecosystem conditions.
All distribution logic is governed by smart contracts and remains on-chain and verifiable.
- Transparency Through Smart Contracts: All staking data, farm yields, and revenue flows are verifiable on the Polygon blockchain, ensuring full traceability from the field to the token holder.
- Farmer Capital Access: By enabling fractional investment through tokenized farmland, AgriFi allows farmers to raise funds transparently while sharing returns with global stakeholders.
From Field Performance to On-Chain Reward Logic
The defining strength of AgriFi’s staking model lies in its economic linkage between agriculture and blockchain.
The ecosystem architecture operates across three primary layers:
Blockchain Layer
Records token ownership, staking participation, governance logic, and smart contract execution.
Business Logic Layer
Manages farmland tokenization structures, allocation formulas, and reward calculations.
Off-Chain Operational Layer
Integrates agricultural activity, farm management systems, and IoT data inputs.
Revenue generated through agricultural activities and ecosystem participation influences the broader performance logic of the platform. That performance logic informs the sustainability and allocation of staking rewards.
In simplified structural terms:
Farm productivity influences ecosystem revenue
Ecosystem revenue influences distribution capacity
Distribution capacity influences staking sustainability
This framework establishes a direct pathway between real agricultural output and decentralized finance participation.
Importantly, staking returns are performance-linked and ecosystem dependent. They are not fixed-income guarantees. This distinction preserves structural integrity and regulatory clarity.
Agricultural DeFi Within the Real World Asset Movement
The tokenization of real world assets has become one of the defining themes in decentralized finance. Treasury instruments, real estate, and private credit have gained attention. Agriculture, despite being foundational to global economic stability, has remained structurally underrepresented.
AgriFi’s staking framework introduces a clear model for integrating agricultural productivity into DeFi reward mechanics.
Rather than treating farmland as a static digital token, the ecosystem embeds agricultural output into staking participation, governance structures, and ecosystem incentives.
This approach positions agricultural finance as a distinct and credible category within the broader real world asset evolution.
Infrastructure Built for Accessibility
Operating on Polygon enables low transaction costs and high throughput. Wallet compatibility includes MetaMask and WalletConnect, allowing participants to engage directly with staking contracts.
All staking logic remains on chain and independently verifiable, reinforcing transparency and trust.
About Agrifi
Agrifi is driving an agricultural revolution, harnessing blockchain technology to transform the agricultural supply chain. Our mission is to enhance transparency, efficiency, and sustainability in agriculture while empowering farmers and supporting small-scale agricultural practices.
Join us on this exciting journey to explore the future of agriculture while potentially enhancing the value of your AGF tokens. We’re not just redefining agricultural finance; we’re revolutionizing the future of farming and food production.
Ready to start staking your AGF tokens? Visit our website at https://agrifi.tech/for detailed steps on how to stake your tokens. Stay connected with us on Telegram, Twitter, Facebook and Instagram for the latest updates and community discussions.
Follow Us on:
- Website: https://agrifi.tech/
- WhitePaper: https://agrifi.gitbook.io/agrifi-docs
- Blog: https://blog.agrifi.tech
- Telegram: https://t.me/agrifi_official
- Facebook: https://www.facebook.com/agrifiofficial
- Instagram: https://www.instagram.com/agrifi_official/
- Twitter: https://x.com/Agrifi_official
- AGFI listed on: LBank Innovation Zone (AGFI/USDT) LBank
About Author
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.
Bernardo Arsuaga Cardenas of Monterrey, Mexico breaks down key trends shaping how we work, create, and tell stories in a changing world.
Monterrey, Mexico, 21st February 2026, ZEX PR WIRE, Award-winning filmmaker and storyteller Bernardo Arsuaga Cardenas is highlighting several recent trends that are affecting individuals across industries, careers, and communities. Drawing from his own experience moving from law to documentary filmmaking, Bernardo offers insight into what these trends mean for everyday people and how they can respond with practical action.
.jpeg "Bernardo Arsuaga Cardenas")
Trend 1: Creative Work Is Becoming More Accessible — and More Competitive
More people than ever are creating videos, podcasts, short films, and digital content. Easy online tools and platforms mean anyone can publish, but that also means more noise and more competition for attention.
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More than 90% of internet users watch video content weekly.
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Independent creators now number in the tens of millions worldwide.
In Bernardo’s words, “A good story opens doors, but only if someone takes the time to tell it right.”
Trend 2: Storytelling Is More Valuable Than Ever in Work and Life
Across fields, the ability to communicate clearly has shifted from a “nice-to-have” to a core skill. Whether pitching an idea, presenting a project, or sharing a life experience, strong storytelling builds connection.
“My goal in filmmaking is to make people sit down, forget about themselves, and enjoy a story,” Bernardo says. Simple, relatable narratives resonate.
Trend 3: People Are Seeking Depth Over Distraction
There’s a growing desire for meaningful content that helps people reflect, learn, or feel something real. Short, surface-level content still grows fast, but deeper work earns lasting engagement.
Bernardo believes this reflects a need for substance: “Ideas die when they stay abstract. Plans keep them alive.”
Trend 4: Collaboration Across Fields Fuels Opportunity
People who work with others outside their comfort zone — different industries, backgrounds, or skill sets — open unexpected doors. Bernardo’s collaborations with musicians, chefs, and athletes demonstrate how cross-disciplinary work expands audience reach.
What This Means for You — in Plain Language
These trends show that while tools are easy to access, real influence comes from clarity of idea and consistency of effort. Bernardo puts it simply: “Finish what you start, even if it’s imperfect.” When you invest time into a clear story, idea, or skill — and share it with others — you build value that lasts beyond trends.
Your Next 7 Days — Actions You Can Take This Week
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Write a short narrative (about your week, a project, or a goal) and share it with someone.
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Watch one long-form documentary instead of scrolling social media.
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Pick one idea you’ve put off and write a first step.
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Talk to a neighbor or colleague about something they’re passionate about.
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Record a short video sharing something you learned recently.
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Organize your notes or sketches into one simple outline.
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Attend a local event — even online — that focuses on creativity or craft.
Your Next 90 Days — Longer Actions for Growth
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Start a storytelling project (journal, mini documentary, blog, or podcast).
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Build a small network of collaborators — aim for three people in different fields.
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Learn one new tool (editing software, audio recorder, design app) and use it weekly.
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Host or co-host a community screening or talk about a local issue.
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Set a weekly reflection habit — review what worked, what didn’t, and your next step.Call to Action
Start now. Pick one action — big or small — and take the first step today. Whether you write a paragraph, record a voice memo, or have a meaningful conversation, momentum begins with action.
About Bernardo Arsuaga Cardenas
Bernardo Arsuaga Cardenas is a Monterrey-based documentarian, producer, and partner in a post-production studio. A former lawyer, he has directed internationally recognized documentaries including The Weekend Sailor and The Michoacan File. His work merges storytelling, curiosity, and real human experience, with a focus on turning meaningful ideas into projects that connect with audiences around the world.
About Author
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.
Press Release
First Class Demolition Expands Commercial Demolition Services Across Melbourne and Surrounding Suburbs
Australia, 21st Feb 2026 – First Class Demolition, a leading provider of commercial demolition services in Victoria, has announced the expansion of its operations into Melbourne, Richmond, and surrounding suburbs. With over 20 years of industry experience, the company is set to provide safe, efficient, and fully licensed demolition solutions tailored to commercial and industrial clients across the region.
As urban development and property refurbishment continue to rise in Melbourne, demand for professional demolition services has grown significantly. First Class Demolition is responding to this need with a comprehensive suite of services that cater to warehouses, factories, schools, commercial buildings, car parks, and public facilities. The expansion reinforces the company’s commitment to delivering projects on time, within budget, and to the highest safety standards.
“Our mission has always been to provide reliable, professional, and fully compliant demolition services,” said the Director of First Class Demolition. “By expanding into Melbourne and nearby suburbs, we are bringing our expertise closer to clients who require commercial demolition Melbourne, partial demolition Melbourne, and associated services such as concrete excavation, land clearing, and asbestos removal Melbourne.”
The company’s service offerings include:
- Commercial Demolition – Safe and efficient demolition of warehouses, factories, schools, concrete and metal buildings, parking lots, sidewalks, and council facilities.
- Partial Demolition – Selective deconstruction that removes specific structures while preserving other parts of the building for renovations or alterations.
- Concrete Excavation – Removal of reinforced concrete foundations, footings, stump and strip footings, rocks, and waffle pod slabs.
- Land Clearing – Preparation of land for construction projects by clearing vegetation, debris, and restoring sites to a safe, usable state.
- Strip Outs – Removal of fixtures, fittings, and interiors to leave spaces ready for refurbishment.
- Asbestos Removal Coordination – Collaboration with fully licensed asbestos removalists to safely manage Class A and Class B asbestos, including providing compliance and clearance certificates.
First Class Demolition operates with full insurance and VBA registration, ensuring all projects adhere to the strictest safety and compliance requirements. Their team of specialists is equipped to manage every stage of a demolition project, from initial assessment and permits to site clearance and post-demolition cleanup.
Clients in Melbourne have already praised the company’s professionalism and efficiency. Marcus L., a recent customer, shared, “I’ve worked with several demolition contractors over the years, and these guys stand out. Clear pricing, no delays, and a very organized crew on site. First Class Demolition Melbourne delivered exactly what they promised.” Priya S., another client, added, “Professional, efficient, and easy to deal with. They managed all permits and safety requirements without any stress on our end. Highly recommend.”
The company is dedicated to offering fast turnaround times, competitive pricing, and exceptional customer service. Potential clients can request a free demolition estimate through the company’s website at https://commercialdemolitionmelbourne.com.au/, or contact the team directly at 0485 018 606 or info@commercialdemolitionmelbourne.com.au.
With the expansion, First Class Demolition aims to strengthen its presence in Melbourne while continuing to serve industrial and commercial clients across Victoria. Whether a project requires full-scale demolition, selective structural removal, or specialized asbestos coordination, the company promises dependable results delivered by experienced professionals.
About First Class Demolition
Founded over two decades ago, First Class Demolition provides top-tier commercial demolition Melbourne services across Melbourne and Victoria. The company specializes in a range of services, including commercial and industrial demolition, concrete excavation, land clearing, partial demolition, strip outs, and coordinating licensed asbestos removal. Fully licensed, insured, and VBA-registered, First Class Demolition is committed to delivering safe, compliant, and efficient project outcomes.
Contact:
First Class Demolition – Commercial Demolition Melbourne
Address: 380 La Trobe St, Melbourne, VIC 3000
Phone: 0485 018 606
Website: https://commercialdemolitionmelbourne.com.au/
Media Contact
Organization: First Class Demolition
Contact Person: Support team
Website: https://commercialdemolitionmelbourne.com.au/
Email: Send Email
Country:Australia
Release id:41758
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About Author
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.
AgriFi Launches Real Yield DeFi Platform Backed by Agricultural Productivity
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