Clients have a little over a year to get their affairs in order Exclusive Unit4, the enterprise software provider popular with government and medium-sized businesses, has announced it will end support of its on-prem systems on December 31,

Unit4 ditching on-prem in favor of SaaS come 2025

The decision, which CEO Mike Ettling announced in a letter to customers earlier this month, affects on-premises Unit4 ERP, Unit4 Financials by Coda, and Unit4 FP&A, as well as earlier systems. Unit4 ERP is the most recent moniker for Business World, previously known as Unit4 Agresso.

Devon County Council has signed Unit4 ERP to provide a digital platform for its finance, procurement and financial planning and analysis functions. The implementation will be carried out with Unit4’s partner Embridge Consulting, and the platform will ...

Devon County Council to use Unit4 ERP

FANR presented to the Board the latest progress of the four units of the Barakah Nuclear Power Plant (BNPP), where units 1, 2 and 3 are currently operational, and the review of Unit 4 Operating Licence Application is ongoing and will be issued when Nawah Energy Company (the operator) meets all regulatory requirements.

FANR Reviews Barakah Nuclear Power Plant Progress Signs Agreement With French Research Institution

Unit4 and Embridge Consulting have paired up to help Devon County Council digitise its organisation, data and services.

Devon County digitises with Unit4 ERP

Electricity Minister Kgosientsho Ramokgopa has said that the country will receive a significant boost in 2024 with the earlier-than-expected return to service of Medupi Unit 4.

Medupi power station project, South Africa – update

Asana has published the findings from a study conducted by its Work Innovation Lab about the attitudes of employees toward AI. 1,805 knowledge workers in

Employees are coming around to working with AI

Devon County Council is taking a huge step and transforming its finance system. It will be replacing its FINEST (from Software AG) solution, whose

Devon County Council to replace archaic system with Unit4

Unit4, a leader in enterprise cloud applications for people-centric organizations, today announced that Population Services International (PSI) has selected Unit4's ERPx platform, encompassing HCM, Financial Planning and Analysis (FP&A) and Source to Contract,

Population Services International Selects Unit4 to Support Scaling Consumer-Powered Healthcare

After several meetings with the city, Unit 4's Shelia Boozer said Monday night, the district has submitted a revised plan for how it would use the $525,000 from the city’s

Unit 4 pitches new plan for city funding

Unit4

unit4

Cryptographic Ransomware Encryption Detection: Survey: Author's Declaration

Authors:
(1) Xiao-Yang Liu, Hongyang Yang, Columbia University (xl2427,hy2500@columbia.edu);
(2) Jiechao Gao, University of Virginia (jg5ycn@virginia.edu);
(3) Christina Dan Wang (Corresponding Author), New York University Shanghai (christina.wang@nyu.edu). Table of Links Abstract and 1 Introduction 2 Related Works and 2.1 Deep Reinforcement Learning Algorithms 2.2 Deep Reinforcement Learning Libraries and 2.3 Deep Reinforcement Learning in Finance 3 The Proposed FinRL Framework and 3.1 Overview of FinRL Framework 3.2 Application Layer 3.3 Agent Layer 3.4 Environment Layer 3.5 Training-Testing-Trading Pipeline 4 Hands-on Tutorials and Benchmark Performance and 4.1 Backtesting Module 4.2 Baseline Strategies and Trading Metrics 4.3 Hands-on Tutorials 4.4 Use Case I: Stock Trading 4.5 Use Case II: Portfolio Allocation and 4.6 Use Case III: Cryptocurrencies Trading 5 Ecosystem of FinRL and Conclusions, and References 4.2 Baseline Strategies and Trading Metrics Baseline trading strategies are provided to compare with DRL strategies. Investors usually have two mutually conflicting objectives: the highest possible profits and the lowest possible risks [43]. We include three conventional strategies as baselines. Passive trading strategy [31] is an easy and popular strategy that has the minimal trading activities. Investors simply buy and hold index ETFs [46] to replicate a broad market index or indices such as Dow Jones Industrial Average (DJIA) index and Standard & Poor’s 500 (S&P 500) index. Mean-variance and min-variance strategy [2] both aim to achieve an optimal balance between the risks and profits. It selects a diversified portfolio with risky assets, and the risk is diversified when traded together. Equally weighted strategy is a type of portfolio allocation method. It gives the same importance to each asset in a portfolio. FinRL includes common metrics to evaluate trading performance: Final portfolio value: the amount of money at the end of the trading period. Cumulative return: subtracting the initial value from the final portfolio value, then dividing by the initial value. Annualized return and standard deviation: geometric average return in a yearly sense, and the corresponding deviation. Maximum drawdown ratio: the maximum observed loss from a historical peak to a trough of a portfolio, before a new peak is achieved. Maximum drawdown is an indicator of downside risk over a time period. Sharpe ratio in (1) is the average return earned in excess of the risk-free rate per unit of volatility. This paper is available on arxiv under CC BY 4.0 DEED license. Authors: (1) Xiao-Yang Liu, Hongyang Yang, Columbia University (xl2427,hy2500@columbia.edu); (2) Jiechao Gao, University of Virginia (jg5ycn@virginia.edu); (3) Christina Dan Wang (Corresponding Author), New York University Shanghai (christina.wang@nyu.edu). Authors: Authors: (1) Xiao-Yang Liu, Hongyang Yang, Columbia University (xl2427,hy2500@columbia.edu); (2) Jiechao Gao, University of Virginia (jg5ycn@virginia.edu); (3) Christina Dan Wang ( Corresponding Author ), New York University Shanghai (christina.wang@nyu.edu). Corresponding Author Table of Links Abstract and 1 Introduction Abstract and 1 Introduction 2 Related Works and 2.1 Deep Reinforcement Learning Algorithms 2 Related Works and 2.1 Deep Reinforcement Learning Algorithms 2.2 Deep Reinforcement Learning Libraries and 2.3 Deep Reinforcement Learning in Finance 2.2 Deep Reinforcement Learning Libraries and 2.3 Deep Reinforcement Learning in Finance 3 The Proposed FinRL Framework and 3.1 Overview of FinRL Framework 3 The Proposed FinRL Framework and 3.1 Overview of FinRL Framework 3.2 Application Layer 3.2 Application Layer 3.3 Agent Layer 3.3 Agent Layer 3.4 Environment Layer 3.4 Environment Layer 3.5 Training-Testing-Trading Pipeline 3.5 Training-Testing-Trading Pipeline 4 Hands-on Tutorials and Benchmark Performance and 4.1 Backtesting Module 4 Hands-on Tutorials and Benchmark Performance and 4.1 Backtesting Module 4.2 Baseline Strategies and Trading Metrics 4.2 Baseline Strategies and Trading Metrics 4.3 Hands-on Tutorials 4.3 Hands-on Tutorials 4.4 Use Case I: Stock Trading 4.4 Use Case I: Stock Trading 4.5 Use Case II: Portfolio Allocation and 4.6 Use Case III: Cryptocurrencies Trading 4.5 Use Case II: Portfolio Allocation and 4.6 Use Case III: Cryptocurrencies Trading 5 Ecosystem of FinRL and Conclusions, and References 5 Ecosystem of FinRL and Conclusions, and References 4.2 Baseline Strategies and Trading Metrics Baseline trading strategies are provided to compare with DRL strategies. Investors usually have two mutually conflicting objectives: the highest possible profits and the lowest possible risks [43]. We include three conventional strategies as baselines. Passive trading strategy [31] is an easy and popular strategy that has the minimal trading activities. Investors simply buy and hold index ETFs [46] to replicate a broad market index or indices such as Dow Jones Industrial Average (DJIA) index and Standard & Poor’s 500 (S&P 500) index. Passive trading strategy Mean-variance and min-variance strategy [2] both aim to achieve an optimal balance between the risks and profits. It selects a diversified portfolio with risky assets, and the risk is diversified when traded together. Mean-variance and min-variance strategy Equally weighted strategy is a type of portfolio allocation method. It gives the same importance to each asset in a portfolio. Equally weighted strategy FinRL includes common metrics to evaluate trading performance: Final portfolio value : the amount of money at the end of the trading period. Final portfolio value Cumulative return : subtracting the initial value from the final portfolio value, then dividing by the initial value. Cumulative return Annualized return and standard deviation : geometric average return in a yearly sense, and the corresponding deviation. Annualized return and standard deviation Maximum drawdown ratio : the maximum observed loss from a historical peak to a trough of a portfolio, before a new peak is achieved. Maximum drawdown is an indicator of downside risk over a time period. Maximum drawdown ratio Sharpe ratio in (1) is the average return earned in excess of the risk-free rate per unit of volatility. Sharpe ratio This paper is available on arxiv under CC BY 4.0 DEED license. This paper is available on arxiv under CC BY 4.0 DEED license. available on arxiv

Unveiling FinRL's Baseline Strategies and Key Trading Metrics for Portfolio Evaluation

Sustainability is a hot topic these days. It's often viewed as a hazy concept, but life cycle assessment provides a scientific way to measure environmental impacts and take concrete action. In this blog post, we'll outline the notion of life cycle assessment, its benefits, and key stages. What Is Life Cycle Assessment? The life cycle assessment methodology (LCA) is an environmental impact measurement technique, often a part of , that considers a product's lifespan, from manufacture to disposal. sustainability consulting services It encompasses factors such as energy use, emissions and waste output, and depletion of natural resources. LCA is essential for businesses that want to minimize their environmental impact. It provides reliable quantitative data that can be used to identify areas of improvement and find opportunities to develop more sustainable products and processes. Companies should evaluate the total environmental impact of their activities or product, which is where the LCA methodology comes in handy. It's essential to assess an entire business activity rather than just one part because many products have hidden ecological impacts that may not be immediately obvious, such as shipping raw materials to a factory or disposing of a product at its end of life. Key Benefits of Life Cycle Assessment Conducting an LCA of your product provides valuable insights into its environmental performance and the factors that influence it, such as the choice of materials and power sources. The key benefits depend on different stakeholders' perspectives, but here are some of the commonly cited ones: A Holistic View of the Impact An LCA lets you see the big picture by looking at your product's life cycle from manufacturing to disposal. It helps you identify ways to make improvements, evaluate the need for changes in operations or supply chains, and establishes and optimizes sustainability goals such as carbon reduction and energy efficiency. Deeper Insights The LCA offers enormous benefits when it comes to innovating with products and materials. Knowing which items in your supply chain have the most potential to impact the environment positively can help you make more informed choices about how best to proceed. Additionally, LCA provides a way to compare and test out different alternatives, particularly for products that are made from a combination of several materials. Access to these results gives you a solid scientific basis for improving production processes for alternative fibers and working collaboratively with suppliers on research and development projects to increase the environmental benefits of your innovation efforts. Empirical Data LCA provides rock-solid environmental data to back up the sustainability claims you make about your products. Energy and emissions must be accounted for along a product's life cycle to determine its true environmental impact. Studies based on LCA provide much-needed credibility, both with stakeholders and customers, when it comes to assessing just how sustainable your products really are. Sustainable Brand LCA is a powerful marketing tool that can help your brand stand out in the industry striving for sustainability. By providing data-driven transparency, you can build trust with consumers while showing them the positive environmental attributes of your products. LCA gives you a competitive advantage by enhancing your brand value and making your product pitch more compelling. The Four Steps of the Life Cycle Assessment Process The emergence of the LCA methodology can be traced back to the 1960s and 1970s but it lacked consistency. The first steps to standardize the process were made in the 1990s, resulting in International Organization for Standardization (ISO) creating today's LCA standards. Today, LCA methodology is a popular tool used as part of sustainability initiatives that can be divided into four steps: goal and scope definition, life cycle inventory, impact assessment, and interpretation. Let’s walk through each stage. Step 1: Goal and Scope Definition The first stage of the LCA process provides the foundation for further analysis and ensures that results are relevant and meaningful by providing an understanding of what is to be analyzed and what is to leave out and how to do it. After this stage, you should have answers to such questions: What is the reason for conducting the assessment? What is the assessment's subject, also known as the functional unit? For example, will it be a product, process or activity, or some elements related to it? What are analysis boundaries? What life cycle stages of the product are to be included in the assessment, and what to exclude? Is there a time frame for the evaluation? Life Cycle Assessment Example: Goal & Scope Let’s take a laptop as an example to better understand each step of LCA. Here are the possible outcomes of the goal & scope stage: The goal of the LCA study is to evaluate the environmental impacts of a laptop throughout its life cycle. Goal: The functional unit for the study is one laptop computer that meets the average usage and performance expectations of a typical user, over a 5-year period. Functional unit: The scope of the assessment includes the entire life cycle of a laptop computer, including raw material extraction, manufacturing, use phase, and disposal or recycling. The geographic scope is unlimited. Analysis boundaries: The study will evaluate the environmental impacts of a laptop over a 5-year period, which is the average lifespan of a laptop according to industry . Timeframe for evaluation: reports Step 2: Life Cycle Inventory (LCI) The second stage involves collecting data on resources used and waste generated throughout a functional unit's life cycle, including raw materials, emissions, energy consumption, etc. The data can be gathered from various high-quality sources, such as industry reports, product specifications, and other relevant sources of information. The streamlined data collection process at this stage can be easily achieved with different software solutions. For example, ELEKS Dakar can automatically gather accurate data on electricity consumption and related emissions. The collected data is further used to calculate the environmental impacts of a functional unit in the next stage. Life Cycle Assessment Example: LCI By collecting data at each stage of the functional unit's life cycle, you can get different datasets, for example, on materials needed to manufacture a laptop (engineered plastics, steel, copper, aluminum, and precious metals like gold, platinum, and palladium, etc.), on energy and water consumption associated with its production (190,000 liters of water are used and of earth dug and mined to produce the components for laptops) and energy consumption of the laptop during its use (on average a laptop consumes per month). 1,200kgs 1.433 kWh Step 3: Impact Assessment Now that all the relevant data has been collected, it's time to begin the life cycle impact assessment (LCIA). It is where one takes inventory of all the data gathered to evaluate and quantify potential environmental or human health damage. Life Cycle Assessment Example: LCIA A laptop, on average, emits of CO2 over its lifespan – including production, transportation, and the first 4 years of use. At the end of a laptop’s life cycle, recycling programs are designed to recover materials used in its manufacture for reuse. 422.5 kgs However, according to , only 38% of laptops disposed of in 2009 were actually collected for recycling - the rest ended up in landfills where their reclaimable components could no longer be used. NSCEP Step 4: Interpretation Without interpreting the data, making informed decisions or recommendations based on the findings would be impossible. This stage also involves identifying areas for improvement and waste minimization. Even though LCA results can be interpreted at any stage of the assessment, the interpretation after all the data has been collected gives a complete picture and ensures that all aspects are considered. As a result, one can make the best conclusions and recommendations. Note that the examples described above have been taken from various reports and research and are meant to demonstrate what kind of outcomes a product's life cycle assessment could have. The actual results of an LCA can be more or less detailed depending on your needs. Final Thoughts The LCA is essential for businesses wanting to reduce their environmental impact and develop more sustainable products and processes. LCA provides a comprehensive view of a product's impact, offering invaluable insights into the factors influencing its sustainable performance, like the choice of materials or power sources. And because it involves all four steps of goal and scope definition, inventorying, assessment, and interpretation – with rock-solid data to back up sustainability claims about products – LCAs help businesses gain consumer trust, enhance brand value and get ahead of the competition. If you want to learn more about life cycle assessments or conduct one for your product, process, or activity, ! don't hesitate to contact us

Life Cycle Assessment: Why It's the Key to Effective Sustainability Management

Evaluación del ciclo de vida: por qué es la clave para una gestión eficaz de la sostenibilidad

Analyse du cycle de vie : pourquoi c'est la clé d'une gestion efficace de la durabilité

जीवन चक्र आकलन: यह प्रभावी स्थिरता प्रबंधन की कुंजी क्यों है

ライフ サイクル アセスメント: 効果的な持続可能性管理の鍵となる理由

Avaliação do ciclo de vida: por que é a chave para uma gestão eficaz da sustentabilidade

Đánh giá vòng đời: Tại sao nó là chìa khóa để quản lý bền vững hiệu quả

生命周期评估：为什么它是有效的可持续发展管理的关键

Microservice Architecture Patterns Part 1: Decomposition Patterns

Having a good home office that supports your working-from-home productivity is almost like a chef having an excellent set of knives. One can work without, but professionals know having the right equipment enables them to be sharp at work without neglecting the long-term occupational injury (yes, pun was intended). This year, IKEA teamed up with ROG (Republic of Gamers), a gaming brand from ASUS, to release a line of gaming furniture which targets the gamers market. The furniture ranges from gaming chairs and desks to a ring light that enhances the lighting for streaming. The timing of the release cannot be more incidental with the new norm of working from home: with this collaboration, IKEA also targets the working-from-home workers by providing more options for furnishing their home office. In this article, I listed several pieces of furniture from the IKEAxROG collaboration line that can be an essential upgrade for your home office set-up: 1. The MATCHSPEL gaming chair, 2. The UPPSPEL adjustable gaming desk, 3. The UPPSPEL drawer unit, 4. The LÅNESPELARE ring light with phone holder, 5. The LÅNESPELARE mug holder 1.   Work and game without breaking your back (and the bank) with the MATCHSPEL gaming chair The first item I’m going to highlight is the , the IKEA premium gaming chair. It has adjustable height, neck, and armrest to keep you sitting comfortably. It also has a mesh back for those who like keeping not only their head cool, but also their back cool even after hours of working. It comes in two colors, black and white, so you can match it with your other home office furniture. MATCHSPEL With a price tag of or , it’s a competitive option that you can consider when you want to upgrade your home office chair. $189 in the US €149 in the Netherlands 2. Stand up for your health with the UPPSPEL height-adjustable gaming desk To me, my workspace is a sacred place. I like to set it up in a way that is clean, simple, and efficient when I’m working or studying. for me A good sturdy, reliable desk is an essential part of that. I can say the is one of my favourite items from this new IKEA gaming line. UPPSPEL desk First, it’s sturdy. It holds up to 70 kg, which is enough for a clean workspace setup. It is also height adjustable. My favourite feature of this item is that you can save your preferable desk height up to 4 options. So, if you like to vary between sitting and standing up while working, you can simply click a button and it will immediately adjust its height to standing/sitting height, saving you some time to take your next coffee. Lastly, it has one USB slot on the height control panel to charge your gadget. The UPPSPEL desk comes with a price tag of $549 ( ) or €499 ( ). IKEA US IKEA NL 3.  Tidy up your gadgets with the UPPSPEL drawer unit on casters The next item in this list is the . This drawer unit comes in black and is designed to hold all your gadgets and cables. It also comes with a hanger for your headset, so it doesn’t lie around on your table. UPPSPEL drawer unit If you're like me who like a clean workspace, this is for you. The fact that it is on castors makes it easily one of my favourite items in this new IKEA line. I can easily move it around and lock it when I want it fixed on a certain spot. The UPPSPEL drawer unit is set at $129 ( ) or €99 ( ). IKEA US IKEA NL 4. Step up your video-calling game with LÅNESPELARE Ring light with a phone holder Anyone who’s been in a virtual meeting knows the struggle of getting good light. These days, . good lighting is one on the top list of video calls etiquette This makes the with phone holder one of the essential accessories for your home office set-up. It comes with a phone holder, which you can use to hold your phone when you do video calls through your smartphones or when you want to use your smartphone as a webcam (watch the tutorial ). LÅNESPELARE ring light here What I like about this accessory is that you can separate the ring light and the phone holder so that you can adjust the position of these accessories separately on your workspace. The LÅNESPELARE ring light with phone holder is priced at $34 ( ) or €29.99 ( ). IKEA US IKEA NL Image source 5. Last but not least, don’t forget your coffee (or tea)! The LÅNESPELARE mug holder. If you’re someone like me, who likes to work with a glass of coffee (or tea), the is for you. With a clamp that you can attach to your (presumably IKEA) gaming desk, you can customise the placement of the mug holder to your liking, that is easy to reach and safely away from the keyboard and mouse. LÅNESPELARE mug holder It’s cleverly designed with a nook for your mug’s handle. In my opinion, it is the perfect add-on that completes your working-from-home productivity essentials. This mug holder comes at $10 ( ) or € 7.99 ( ). IKEA US IKEA NL Image source In summary, these are the top five items from the new IKEA and ROG collaboration for gaming furniture that I think are suitable for your home office set-up. As a disclaimer, it is not a review or advertisement, but merely an informational piece so that more people are aware of these options when they’re looking to upgrade their home office set up. There are more items in this line that I personally like, but I haven’t mentioned, for example, the CPU stand on castors ( , ) and the pegboard ( , ). IKEA US IKEA NL IKEA US IKEA NL For more gaming furniture from IKEA and ROG collaboration, you can check out IKEA’s official gaming furniture section for the US audience and for the Dutch audience. here here Lead image source

5 Essential Items from the IKEAxROG Line for Your Home Office 

There are four basic architectures: . They are mostly monolithic, while the last one is closest to modularity. MVC, MVP, MVVM, and Viper Of course, any project can be written with any of these architectures. No one excludes the absence of architecture or a unified approach to project development, either. But patterns are a powerful instrument to make development faster and easier, to help better understand your code. It is crucial for business value to develop fast and keep the code maintainable. This is not going to happen if you write 2-day projects on Viper, or 1000+ hour projects on MVC/MVP. The monolithic nature of the patterns contributes to numerous nuances. Let's break them down in detail. Common mobile architecture patterns 1. MVC MVC is the first approach we encounter when beginning iOS development. Here, View and Controller are a single object a developer has to describe. The major disadvantage of this method is the Massive View Controller: it means that all of the functionality has to be developed on the view level. Therefore, View Controller is completely unreadable, hard to maintain, and accumulates a whole heap of spaghetti code. 2. MVP I like to use this pattern in small projects. It provides a possibility to separate business logic with View Controller – to some extent. We can bring it to the level of our passive view. What bothered me is that I still had to create pseudo navigation for View Controller. Thus, I couldn't get rid of functional dependency and view. 3. MVVM This one has a higher popularity today. The pattern completely takes the business logic of our structural unit out into View Model. Therefore, it separates functionality from view. The model is easily covered with tests and allows allocating areas of responsibility. A small number of parts contributes to comfortable scaling. However, it lacks navigation as a separate structural unit. 4. Viper A Lean descendant, this pattern provides absolutely all structural units we need: View, Router, Presenter, Interactor. It allows us to completely break up business logic: separate work with navigation, work with models, etc. Yet, experience has shown that Viper clutters the structure of projects over time. Projects of 1000+ hours tend to change quickly. If a client wants a new feature, you basically need to remake the whole subsection. Router helps a little with some sort of splice, but it’s not enough. To conclude, Viper is the closest to modularity due to the possibility to connect structural units. MVC, MVP, and MVVM are on the monolithic side: we can write them once and then use them all the time. Let’s summarize the cons of these architectures. Cons of Monolithic Architectures Monolithic architectures make evolving projects hard to maintain. If a client wants to add new functionality, you will have to change an interdependent code. It is difficult to divide the work between two or more developers. Chaos in the repository is almost guaranteed. Navigation is a weak spot. Router & Coordinator are not convenient enough to implement, because they need changes every time a new structural unit is added. Areas of responsibility are not explicit, while functional testing affects many dependencies. The qualifications of the entire team affect the choice of architecture. It will be hard for Juniors to understand VIPER, and doing a 1000+ hour project on MVC is not the best idea. Modular Architecture vs. Monoliths It’s easy to understand the benefits of modular architecture compared to monolithic with this example. Monolith is like a large, non-rotatable, heavy painting that is difficult to carry from one corner of the house to another. By contrast, a modular pattern is like a puzzle. Having the same size, it’s much more convenient to move by dividing and then assembling pieces. Moreover, you could change the parts that are already outdated and require improvement. We examine modular architecture in detail in the next two parts of this Modular Architecture Overview. Learn how to work with modules, their pros & cons, and our experience. Stay tuned!

Why We Abandoned Monoliths: Overview of Modular Architecture Part I

In today’s rapidly evolving digital setting, everything happens within a blink of an eye. From quick customer onboarding to verification procedures during checkouts, the technological upheaval is taking over major business operations. Traditional businesses need to adopt the emerging technologies in order to compete with their market rivals otherwise they will be outwitted by smart competitors. Automation in Workplaces According to research conducted by , office workers invest almost $5 trillion yearly in administrative tasks while 67% of the subjects were of the view that incorporating digital technology is necessary for competitive advantage. Another study by states that workplace automation could save 64% of corporations almost 30% operational activity time. Introducing automated systems for carrying out manual and tedious tasks could substantially reduce business expenses. Unit 4 Mckinsey Digital OCR and Business Operations Optical Character Recognition (OCR) is one of the technologies which can totally revamp how a business performs its daily operations. OCR solutions have been used by businesses to perform scanning of documents for customer verification and building secure relationships with other business entities. According to KVB research, the worldwide market size for Optical Character Recognition is expected to record almost at the end of 2025. This will help online businesses benefit from increasingly popular online OCR technologies and build better customer loyalty. 12.6 billion USD Intelligent Character Recognition (ICR) AI-powered OCRs employ machine learning and artificially sound models that are helpful in identifying fake and illegitimate documents that are forged, photoshopped, or have missing holograms. This software is sometimes referred to as because characters are processed using modern character recognition systems which also check or document formats to validate user authenticity. Below are a few benefits of employing AI-based OCRs for online businesses: ICR Document Authenticity Checks Traditional OCRs have a number of potential problems including misinterpretation of characters, long processing and uploading times, and missing data features while reading text. Improved OCRs backed with artificial intelligence reduces the load of errors. AI character recognition solutions use intelligent machine learning models to learn document format and their intricacies. The Application Programming Interface (API) is integrated into the verification software or web platform which performs user authentication services for the users. Modern state-of-the-art ICRs allow easy adaptations with multiple document formats around the globe. With multi-lingual support, unstructured documents in any language could be decoded into image formats for future data retrieval. Formats of Handwritten documents, receipts, business records and papers, and officials letters could easily be fed into the AI system to recognise any unauthorised verification attempts. These improved solutions come with better accuracy and reduced error rates and help track down unoriginal and illicit documents. Secure Customer Enrolments Customers are the backbone of any business or a financial organisation. Without a good user experience, any organisation is on the verge of losing its market reputation and customer base. When talking about customer satisfaction with a service, product, or business, it is important to consider the usability delivered to the end-user. Usability is a measure of how easy it is for the customer to use the end-product and it plays an important part in determining the overall customer experience. Powerful OCRs with intelligent solutions not only ensure that businesses practice Know Your Customer (KYC) standards which are essential in knowing customer identities better but also complying with Anti Money Laundering (AML) obligations which play a significant role in stopping criminal activities for illicit purposes. These help in secure data verification of onboarding customers by performing verification checks against their identity document photos. Enhanced Business Operations For online enterprises to survive, striking the right balance between combined business expenses and penetration of income is essential. Disruption at any end could prove disastrous and disturb the equilibrium ultimately resulting in revenue loss for the company. Maintaining a steady flow of business operations and an increasing income amount is necessary for a business to thrive. AI-driven OCR systems offer cost-effective solutions to cut business operational costs by replacing manual verification tasks performed by heavily paid personnel. Optimised Work Management Managing employees and performing other administrative tasks becomes an uphill task when automated systems don’t have your back. With ICRs, keeping a check on customer record-keeping has become easier and operational activities optimised. The digital data stored on online databases acquired through OCR is safe and secure and could be readily retrieved when required by authorised entities. With better turnaround times distributed data retrieval online businesses could provide their customers with a seamless experience. Online KYC with Intelligent Solutions Online businesses need to perform KYC verification of their customers to ensure their identity is genuine. Apart from customer identification, it also acts as a deterrent against criminal funding and terror financing. KYC procedures are a must to follow when cash flow is a part of daily operations since the loss of capital is always imminent. With modern OCR solutions, performing KYC is not an uphill task anymore. Online KYC, for verification purposes, uses OCR technology to extract data from identity documents in a matter of seconds. Incorporating these solutions not only helps maintain sound KYC standards but also makes the process, swift, secure and smooth. To sum it up, business operations could be automated using emerging OCR solutions powered with Artificial Intelligence to perform document authenticity checks, secure customer onboarding, and optimise business operations.

How AI-backed OCR sets the Pace for Automating Online Businesses

In this fast-paced world, businesses and organisations are in a race to get ahead. In this competitive streak, the most tedious task that holds back the progress is data entry operations. Although it is a significant responsibility, entering data from their hard forms to online forms takes a lot of time. Even after a large management staff manually feeds the data into the systems, there is still no guarantee on the accuracy of the data entry process. No matter what, the human eye is always at risk to make errors. Gartner’s report states that the revenue spent by businesses on paper consumption is 3%. The waste of composed paper consists of 50% of their waste.  On top of this, the unit 4 study states that on average, time spent by office workers on administration tasks is 69 days annually. This also results in a loss of $5 trillion in annual productivity. is the to this plight. Optical Character Recognition is a technological solution for data entry operation. Many businesses have benefited from this automated optical character recognition solution. Let us talk in this blog about how OCR combined artificial intelligence has data extraction more accurate and seamless. OCR (Optical Character Recognition) ultimate answer What is OCR technology? OCR technology extracts the data from its image or document and turns it into text form. OCR technology can scan documents like ID cards, driver’s licenses, utility bills, receipts, invoices, passports, contracts, etc. These documents can be extracted from their handwritten or printed physical form and turned into the machine-readable message so that the system can understand it and display it in the online form. This way the workers will not have to spend hours typing in every document online. A traditional OCR system works by detecting the patterns, it analyzes the image. If there is any text on the image, then it extracts that text into a format that can be read by a machine. The scanned document turns into a digital editable format. However, this OCR technology is just limited to extracting data and turning it into digital form. There is still no guarantee on how accurately and error-free this task is completed. The issue still remains as the labour is still used in correcting the errors and time is yet again wasted. The demands of the businesses have out-turned its growth. This is why a more intelligent solution to data extraction is of the essence. Artificial Intelligence to Rescue OCR The OCR solution is built on artificial intelligence, uses a machine-learning algorithm for data extraction operations. It uses a computer vision and language processing algorithm to extract the text in its image form and provide more precise results to the end-user. With the help of AI-based technology, the OCR can understand the languages, type of the document, context, format, and other minor details related to the document. AI-based OCR has a detailed understanding of the data within a document. It guarantees an accuracy rate of ninety-nine percent. The AI-based OCR engine eradicates the requirement of human help to make any edits. AI-based OCR has three steps to it: Preprocessing In order to have full character recognition, the preprocessing of the images occur using various techniques. To give the document a perfect alignment, the De-skew technique is used. This extracts the data accurately without any spots or crumbled up pages, and aligns the data properly. This process also smoothens the edges of the document along with removing the spots. De-Skew and Despeckle. A binary image is a grey-scale image i.e. black and white image. Binarisation occurs when colored images are turned into a binary image. As most OCR software works on the binary image, this process is quite necessary. This also influences the quality of recognition. Binarisation. This technique is used to identify the columns, paragraphs, etc. It filters out the non-glyphs boxes and lines. With the help of this, the data excretion process is done thoroughly as data written in column form can be identified. Layout and Line Removal Analysis. The identification of the script is quite necessary before the data character recognition process as a script can be altered through the level of words, especially while dealing with multilingual documents. This process helps to better the data extraction. Script Recognition. Character Recognition Pattern recognition and Feature Extraction are two ways through which character recognition can be carried out. Pattern recognition uses the matrix Matching algorithm. With this, the image is compared to the stored glyph. Pattern recognition can be used for typewritten documents that have the same font.  However, pattern recognition can be a bit unclear when it comes to dealing with multilingual documents. Feature extraction does not identify the character as a whole, it identifies the particular character components individually by decomposing it into features. Automated Form Population This is an automated process of data entry. The stored data in the memory is populated in verification fields which saves time for the end-user. OCR engines can be enhanced with post-processing techniques. These techniques include near neighbour analysis which corrects the errors and highlights the words that should have been written together. The AI-based OCR engine has decreased the burden of many businesses. Now their data entry process can be carried out smoothly with no time wasted on long and boring process.

OCR Solutions and AI Techniques For Intelligent Data Extraction

Imagine creating your own blockchain as easily as launching a website—no complicated setup, no big servers, just full control in your hands. That's the vision behind Sasha Ivanov's latest project, the Units Network (the link/domain is also literally units.network, neat). In this article, I break down the technical concepts behind this innovative platform and explores its potential impact on blockchain accessibility. Technical Foundations Explained The Ethereum Virtual Machine (EVM) The Ethereum Virtual Machine (EVM) acts as the engine powering applications on Ethereum. Think of it as an Excel spreadsheet, where smart contracts are like formulas—small pieces of code containing specific instructions. Being EVM-compatible means a blockchain can run the same applications that work on Ethereum, similar to how Microsoft Windows provides a common platform for computer applications. Layer 0 Architecture While blockchains like Ethereum are typically called Layer 1 (the foundation layer), Units Network operates at Layer 0—an even deeper level. Picture it as the road system beneath a city: Layer 0 connects multiple Layer 1 blockchains, enabling them to communicate and share data securely without intermediaries. This creates a master framework for blockchain interoperability. Staking Mechanisms Liquid Staking Traditional staking requires locking up cryptocurrency to secure the network in exchange for rewards. Liquid staking advances this concept by allowing users to stake their assets while maintaining liquidity—imagine earning interest on a savings account while still having access to your funds. Proof of Stake and Restake Units Network employs Proof of Stake (PoS), where users stake crypto instead of using computing power to secure the network. The platform innovates further with Proof of Restake, which efficiently recycles security across multiple blockchains, enhancing scalability without additional resource requirements. Interoperability So yes, in essence with stake and restake we are recycling  trust and security from one blockchain and apply it to many others, but that’s the compromise to make it work and operable. And everything needs to be operable on scale while also maintaining interoperability. Classic example, sending emails between Gmail and Yahoo accounts. Units Network eliminates the need for vulnerable bridges between blockchains by building native communication capabilities into its architecture. Interoperability is really just a fancy word for "things working together." Backwards compatibility is the same but with old stuff. Like being able to use an old printer from way back because your new laptop comes with an adapter for the old laptop’s printer. Or imagine trying to send an email from Gmail to a Yahoo address—without interoperability, that wouldn’t work! In the blockchain world, different blockchains often can’t talk to each other, which causes all sorts of headaches. Not to mention, the whole concept of crypto is removing the human element. Machines talking to each other. So if you mess something up, there is no mercy. Type in a wrong number, and the wrong number it is. But that’s an extreme case, and usually there are safety measures in place. So the Units Network is built to ensure that all the blockchains it supports can communicate seamlessly, without needing awkward "bridges" (which are sometimes vulnerable to hacks). I Watched Every Sasha Ivanov AMA So You Don't Have To If you do research online right now, the latest updates and news on both Waves and Units Network highlight developments. There are also several new AMAs to dig through, so here is the summary. Sasha Ivanov is the founder of both projects. He is easy to reach and your go-to-contact for these projects. He doesn’t mind critical questions either, green flag there. Next, the tech (most of which I explained above, so this is a bit of a recap really) The Units Network Launch and Features Platform Overview Built on the Waves blockchain, Units Network positions itself as a Layer 0 solution facilitating the creation of interconnected EVM-compatible chains. The platform emphasizes: Simple blockchain deployment
Autonomous yet interconnected Layer 1 chains
Decentralized control
Seamless scalability Launch Details and Governance Token Generation Event (TGE) - Soon, possibly this quarter!
Public testing phase with incentivized participation
Power Protocol implementation for community-driven governance
Anti-farming measures to prevent airdrop exploitation Future Developments The platform is expanding into: Real-world asset tokenization
Hybrid stablecoin development backed by both crypto and tangible assets
Simplified integration systems for existing applications “ I don’t get it, what can I actually do with it”? In the news, we read the more complicated version of Units Network, the easy peezy chain builder. “It’s built atop the Waves blockchain and aims to facilitate the creation of interconnected EVM-compatible chains to ensure scalability and decentralization….” Combine this with some small talk and the occasional slip up, and it can be quite hard to follow any speaking engagements or interviews unless you are very used to the technical mambo jumbo, but that’s not a waves or units but a crypto and tech thing. Same with the internet. I couldn’t explain to you how exactly it works, can you? I just open up a browser and surf. That’s what Units is aiming for in a nutshell. So this is why one of the standout features of Units Network is its commitment to simplifying blockchain launches. Ivanov likens the process to the simplicity of token launches on Waves back in 2016, which made it accessible to many. No big overhead for tons of devs, no need for complex infrastructure like validator nodes​. Conclusion The Units Network represents a significant step toward democratizing blockchain technology. By simplifying the creation and management of blockchain networks, it opens up possibilities for broader adoption and innovation in the space. Just as website builders transformed web development, Units Network aims to make blockchain technology accessible to a wider audience while maintaining the security and functionality that makes blockchain valuable. For the latest updates and detailed information, users can connect directly with founder Sasha Ivanov, known for his openness to discussion and critical feedback. Imagine creating your own blockchain as easily as launching a website—no complicated setup, no big servers, just full control in your hands. That's the vision behind Sasha Ivanov's latest project, the Units Network (the link/domain is also literally units.network , neat). units.network In this article, I break down the technical concepts behind this innovative platform and explores its potential impact on blockchain accessibility. Technical Foundations Explained The Ethereum Virtual Machine (EVM) The Ethereum Virtual Machine (EVM) acts as the engine powering applications on Ethereum. Think of it as an Excel spreadsheet, where smart contracts are like formulas—small pieces of code containing specific instructions. Being EVM-compatible means a blockchain can run the same applications that work on Ethereum, similar to how Microsoft Windows provides a common platform for computer applications. Layer 0 Architecture While blockchains like Ethereum are typically called Layer 1 (the foundation layer), Units Network operates at Layer 0—an even deeper level. Picture it as the road system beneath a city: Layer 0 connects multiple Layer 1 blockchains, enabling them to communicate and share data securely without intermediaries. This creates a master framework for blockchain interoperability . interoperability Staking Mechanisms Liquid Staking Traditional staking requires locking up cryptocurrency to secure the network in exchange for rewards. Liquid staking advances this concept by allowing users to stake their assets while maintaining liquidity—imagine earning interest on a savings account while still having access to your funds. Proof of Stake and Restake Units Network employs Proof of Stake (PoS), where users stake crypto instead of using computing power to secure the network. The platform innovates further with Proof of Restake, which efficiently recycles security across multiple blockchains, enhancing scalability without additional resource requirements. Interoperability So yes, in essence with stake and restake we are recycling  trust and security from one blockchain and apply it to many others, but that’s the compromise to make it work and operable. And everything needs to be operable on scale while also maintaining interoperability. Classic example, sending emails between Gmail and Yahoo accounts. Units Network eliminates the need for vulnerable bridges between blockchains by building native communication capabilities into its architecture. Interoperability is really just a fancy word for "things working together." Backwards compatibility is the same but with old stuff. Like being able to use an old printer from way back because your new laptop comes with an adapter for the old laptop’s printer. Or imagine trying to send an email from Gmail to a Yahoo address—without interoperability, that wouldn’t work! In the blockchain world, different blockchains often can’t talk to each other, which causes all sorts of headaches. Not to mention, the whole concept of crypto is removing the human element. Machines talking to each other. So if you mess something up, there is no mercy. Type in a wrong number, and the wrong number it is. But that’s an extreme case, and usually there are safety measures in place. So the Units Network is built to ensure that all the blockchains it supports can communicate seamlessly, without needing awkward "bridges" (which are sometimes vulnerable to hacks). I Watched Every Sasha Ivanov AMA So You Don't Have To If you do research online right now, the latest updates and news on both Waves and Units Network highlight developments. There are also several new AMAs to dig through, so here is the summary. Sasha Ivanov is the founder of both projects. He is easy to reach and your go-to-contact for these projects. He doesn’t mind critical questions either, green flag there. Next, the tech (most of which I explained above, so this is a bit of a recap really) The Units Network Launch and Features Platform Overview Built on the Waves blockchain, Units Network positions itself as a Layer 0 solution facilitating the creation of interconnected EVM-compatible chains. The platform emphasizes: Simple blockchain deployment Autonomous yet interconnected Layer 1 chains Decentralized control Seamless scalability Simple blockchain deployment Autonomous yet interconnected Layer 1 chains Decentralized control Seamless scalability Launch Details and Governance Token Generation Event (TGE) - Soon, possibly this quarter! Public testing phase with incentivized participation Power Protocol implementation for community-driven governance Anti-farming measures to prevent airdrop exploitation Token Generation Event (TGE) - Soon, possibly this quarter! Public testing phase with incentivized participation testing phase Power Protocol implementation for community-driven governance Anti-farming measures to prevent airdrop exploitation Future Developments The platform is expanding into: Real-world asset tokenization Hybrid stablecoin development backed by both crypto and tangible assets Simplified integration systems for existing applications Real-world asset tokenization Hybrid stablecoin development backed by both crypto and tangible assets Simplified integration systems for existing applications “ I don’t get it, what can I actually do with it”? “ I don’t get it, what can I actually do with it”? In the news, we read the more complicated version of Units Network, the easy peezy chain builder. “It’s built atop the Waves blockchain and aims to facilitate the creation of interconnected EVM-compatible chains to ensure scalability and decentralization….” “It’s built atop the Waves blockchain and aims to facilitate the creation of interconnected EVM-compatible chains to ensure scalability and decentralization….” Combine this with some small talk and the occasional slip up, and it can be quite hard to follow any speaking engagements or interviews unless you are very used to the technical mambo jumbo, but that’s not a waves or units but a crypto and tech thing. Same with the internet. I couldn’t explain to you how exactly it works, can you? I just open up a browser and surf. That’s what Units is aiming for in a nutshell. So this is why one of the standout features of Units Network is its commitment to simplifying blockchain launches. Ivanov likens the process to the simplicity of token launches on Waves back in 2016, which made it accessible to many. No big overhead for tons of devs, no need for complex infrastructure like validator nodes​. Conclusion The Units Network represents a significant step toward democratizing blockchain technology. By simplifying the creation and management of blockchain networks, it opens up possibilities for broader adoption and innovation in the space. Just as website builders transformed web development, Units Network aims to make blockchain technology accessible to a wider audience while maintaining the security and functionality that makes blockchain valuable. For the latest updates and detailed information, users can connect directly with founder Sasha Ivanov, known for his openness to discussion and critical feedback.

Units: Zero to Blockchain in Minutes (No PhD Required)

SINGAPORE, Singapore, October 16th, 2024/Chainwire/--Unite, the pioneering Layer 3 blockchain solution built on Base, is excited to announce a strategic partnership with Eigen Labs  to incorporate EigenDA, a leading data availability solution provider, into the infrastructure that powers the next generation of mobile games. As the first Layer 3 blockchain tailored specifically for mass-market mobile games, Unite is focused on delivering seamless, high-performance experiences to the nearly 3 billion active mobile players. To achieve this mass-market scale, the partnership with EigenDA will integrate their cutting-edge data availability solutions into Unite’s Layer 3 chain, making launching and operating a web3 mobile game dramatically more efficient at scale. “Modern web3 infrastructure is critical to the evolution of the mobile gaming industry,“ said Weiwei Geng, CEO of Unite. “Our collaboration with EigenDA will let us help the next generation of developers achieve global scale by making blockchain an enabler - not an obstacle - to building web3 mobile games. This partnership is a significant step forward in our mission to bring the mass market of mobile gamers to web3.” EigenDA’s data availability solution delivers hyper scalability, ensuring high throughput and seamless scaling as demand increases. It's extremely efficient, and continues to drive gas fees closer to zero. The solution leverages Ethereum’s Layer 1 security via EigenLayer, making it robust and reliable. By aligning with Ethereum’s ecosystem, EigenDA enhances rollup scalability without data availability constraints. These features make EigenDA the ideal partner for Unite, enabling the handling of large transaction volumes and in-game interactions, allowing game developers to focus on innovation and growth. Sreeram Kannan, CEO of Eigen Labs, added, "We are really excited about Unite's vision of developing a crypto ecosystem dedicated to achieving mass-market adoption of web3 with mobile games. EigenDA and the Eigen stack ensures Unite developers can scale effectively while delivering seamless, high-quality experiences for gamers globally." The partnership between Unite and Eigen Labs marks a significant milestone in building the future of blockchain-powered mobile games with the potential to compete with leading web2 mobile games, which serve billions of users, and drive nearly $100B in annual revenue. Bringing together two industry leaders committed to driving innovation and mass adoption of web3. For more information, users can visit Unite.io and Eigenda.xyz. About Unite Unite is on a mission to build the first Layer 3 blockchain solution for mass-market mobile games, targeting the 2.8 billion players and the $90 billion revenue generated from the mobile game market. Focused on enhancing player experience with in-game earning capabilities, Unite offers a comprehensive L3 solution encompassing chain, client, ecosystem and establishing a decentralized physical infrastructure (DePin) built on billions of daily active mobile devices worldwide. Founded by veterans in mobile, gaming and web3 infrastructure who served as founders and executives of some of the biggest names, Unite is leading the innovation to the mobile games. For more information, users can visit Unite’s official website, or follow Unite on X, and join Discord community. About EigenLayer EigenLayer provides developers access to the Ethereum restaked capital base and decentralized validator set. Access to this trust network makes previously impossible mechanism designs possible in the form of Actively Validated Services (AVSs). EigenDA is the first AVS, building the most scalable, secure, and price-performant data availability layer. EigenLayer is backed by top investors including Polychain Capital, Blockchain Capital, Ethereal Ventures, Electrical Capital, and a16z crypto. Contact Di Chen dchen@unite.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here. SINGAPORE, Singapore, October 16th, 2024/Chainwire/--Unite, the pioneering Layer 3 blockchain solution built on Base, is excited to announce a strategic partnership with Eigen Labs  to incorporate EigenDA, a leading data availability solution provider, into the infrastructure that powers the next generation of mobile games. SINGAPORE, Singapore, October 16th, 2024/Chainwire/--Unite, As the first Layer 3 blockchain tailored specifically for mass-market mobile games, Unite is focused on delivering seamless, high-performance experiences to the nearly 3 billion active mobile players. To achieve this mass-market scale, the partnership with EigenDA will integrate their cutting-edge data availability solutions into Unite’s Layer 3 chain, making launching and operating a web3 mobile game dramatically more efficient at scale. “Modern web3 infrastructure is critical to the evolution of the mobile gaming industry,“ said Weiwei Geng, CEO of Unite. “Our collaboration with EigenDA will let us help the next generation of developers achieve global scale by making blockchain an enabler - not an obstacle - to building web3 mobile games. This partnership is a significant step forward in our mission to bring the mass market of mobile gamers to web3.” “Modern web3 infrastructure is critical to the evolution of the mobile gaming industry,“ said Weiwei Geng, CEO of Unite. “Our collaboration with EigenDA will let us help the next generation of developers achieve global scale by making blockchain an enabler - not an obstacle - to building web3 mobile games. This partnership is a significant step forward in our mission to bring the mass market of mobile gamers to web3.” EigenDA’s data availability solution delivers hyper scalability, ensuring high throughput and seamless scaling as demand increases. It's extremely efficient, and continues to drive gas fees closer to zero. The solution leverages Ethereum’s Layer 1 security via EigenLayer, making it robust and reliable. By aligning with Ethereum’s ecosystem, EigenDA enhances rollup scalability without data availability constraints. These features make EigenDA the ideal partner for Unite, enabling the handling of large transaction volumes and in-game interactions, allowing game developers to focus on innovation and growth. Sreeram Kannan, CEO of Eigen Labs, added, "We are really excited about Unite's vision of developing a crypto ecosystem dedicated to achieving mass-market adoption of web3 with mobile games. EigenDA and the Eigen stack ensures Unite developers can scale effectively while delivering seamless, high-quality experiences for gamers globally." Sreeram Kannan, CEO of Eigen Labs, added, "We are really excited about Unite's vision of developing a crypto ecosystem dedicated to achieving mass-market adoption of web3 with mobile games. EigenDA and the Eigen stack ensures Unite developers can scale effectively while delivering seamless, high-quality experiences for gamers globally." The partnership between Unite and Eigen Labs marks a significant milestone in building the future of blockchain-powered mobile games with the potential to compete with leading web2 mobile games, which serve billions of users, and drive nearly $100B in annual revenue. Bringing together two industry leaders committed to driving innovation and mass adoption of web3. For more information, users can visit Unite.io and Eigenda.xyz . Unite.io Unite.io Eigenda.xyz Eigenda.xyz About Unite Unite is on a mission to build the first Layer 3 blockchain solution for mass-market mobile games, targeting the 2.8 billion players and the $90 billion revenue generated from the mobile game market. Focused on enhancing player experience with in-game earning capabilities, Unite offers a comprehensive L3 solution encompassing chain, client, ecosystem and establishing a decentralized physical infrastructure (DePin) built on billions of daily active mobile devices worldwide. Unite Unite Founded by veterans in mobile, gaming and web3 infrastructure who served as founders and executives of some of the biggest names, Unite is leading the innovation to the mobile games. For more information, users can visit Unite’s official website , or follow Unite on X , and join Discord community. official website official website X X Discord Discord About EigenLayer EigenLayer provides developers access to the Ethereum restaked capital base and decentralized validator set. Access to this trust network makes previously impossible mechanism designs possible in the form of Actively Validated Services (AVSs). EigenDA is the first AVS, building the most scalable, secure, and price-performant data availability layer. EigenLayer is backed by top investors including Polychain Capital, Blockchain Capital, Ethereal Ventures, Electrical Capital, and a16z crypto. EigenLayer EigenLayer Contact Di Chen dchen@unite.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here. This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here . here here

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