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October 13, 2025

When Nations Forget: Why Knowledge Must Become a National Asset

Introduction: A Silent Systemic Failure The COVID-19 pandemic exposed a hidden systemic failure in governments worldwide: the inability to access and apply institutional knowledge when it mattered most. Despite abundant data, critical expertise was fragmented across ministries, buried in outdated systems, and disconnected from decision-making. This led to repeated mistakes, weak coordination, and inconsistent crisis responses. The core issue was not a lack of technology but the absence of a national knowledge infrastructure—an organized system for preserving and reusing institutional memory. Such an infrastructure would connect agencies through shared frameworks, identify experts, codify lessons, and ensure that historical context guides future actions, enabling governments to act with foresight and resilience in an AI-driven era. The National Knowledge Deficit Across the world, governments are rapidly modernizing through digital transformation and e-government platforms. Yet, amid this progress, a critical resource is being lost — institutional memory. The knowledge and lived experience of civil servants often disappear through retirements, reshuffles, or leadership changes. This quiet erosion weakens reform continuity and deprives states of the wisdom needed to avoid repeating past mistakes. While data accumulates, the deeper insights that sustain effective governance remain largely uncaptured. The Case for National Knowledge Infrastructure A national knowledge infrastructure is essential to a country’s governance, serving as the state’s “working memory.” It enables governments to access expertise, reuse lessons, and make historically informed decisions by connecting ministries, agencies, and local governments. Beyond storing information, it captures the reasoning behind key decisions, helping governments respond effectively to crises. With AI tools that organize and automate insights, decision-making can become faster and more informed. Globally, nations are beginning to recognize that structured knowledge is a national asset that strengthens policy resilience, enhances project delivery, and bridges generational gaps in public service. Knowledge Management (KM) goes beyond archiving—it reinforces the state’s capacity to learn and adapt. In collaboration with a Ministry of Infrastructure in an African nation pursuing industrialization by 2030, this approach is being applied to tackle challenges such as knowledge silos, staff turnover, and weak institutional continuity. The resulting blueprint promotes cross-ministerial learning and local innovation, turning practical solutions—like resolving a drainage issue in one city—into shared institutional knowledge for the entire nation. KM Implementation Flow Identify Critical Knowledge Map high-risk processes, roles, and decisions where loss of know-how would impact service delivery. Engage Ministries & Counties Convene stakeholders; agree scope, domains, taxonomy, and governance (owners, cadence, KPIs). Configure KM Platform (Tacitous) Stand up repositories, permissions, metadata, and capture forms aligned to the agreed taxonomy. Enable Lessons Learned, CoPs, Digital Repositories Launch Communities of Practice; activate Lessons Learned capture/reuse; ingest priority documents and expert interviews. Train Local Champions Coach designated stewards to drive adoption, quality control, and continuous improvement. Exhibit 1. KM Implementation Flow (Government Context). The potential is enormous. For instance, imagine a senior transport engineer in Nairobi who developed a workaround for drainage challenges. If that insight is never recorded and shared, counties like Kisumu or Mombasa may spend years undertaking the same discovery work. With a structured and strategic approach to Knowledge Management, those lessons become immediately actionable, reducing waste and accelerating development. Toward National Knowledge Blueprints The true impact of Knowledge Management (KM) in government lies in cultural transformation, not just technology. It fosters reflection, learning, and knowledge sharing, leading to better-informed policymaking. Global examples—from Cluj-Napoca’s smart city strategy in Eastern Europe to Shanghai’s Urban Knowledge Hub—show how KM can become a core design principle for governance. As public institutions face challenges like aging workforces, decentralized services, and rising citizen expectations, the need to convert experience into foresight grows urgent. AI-enhanced KM platforms can summarize data, generate insights, and support real-time decisions, but their effectiveness depends on capturing the human experience behind them—understanding what worked, what failed, and why. AI-Enhanced Knowledge Loop Capture human insight — record decisions, rationales, field notes, and expert interviews. AI summarises & tags — generate concise abstracts, entities, and keywords to improve retrieval. Dashboards inform decisions — surface relevant lessons, risks, and precedents at the point of action. Projects use prior lessons — teams apply guidance/templates and document outcomes. Capture new learning → repeat — fold results back into the knowledge base to continuously improve. Exhibit 2. AI‑Enhanced Knowledge Loop. Together, our philosophy is simple: countries that learn faster, govern better. Technology is just one part of that journey. Equally important is leadership - the willingness of governments to treat knowledge not as operational trivia, but as strategic capital. The Countries That Remember Will Lead Governments worldwide are beginning to rethink how they retain and share institutional knowledge—revamping onboarding, preserving expertise before retirement, and embedding lessons from key projects. Through initiatives like knowledge blueprints and governance frameworks, countries are building internal champions to sustain reform. While each nation’s systems and political culture differ, the universal principles of capture, connect, and convert guide effective Knowledge Management. Treating national knowledge as critical infrastructure—funded, protected, and modernized—is essential for sustaining policy execution, service delivery, risk management, and public trust. KM as National Infrastructure (Text Alternative) Roads move goods — physical connectivity that enables commerce. Digital networks move data — broadband and cloud services that carry information. Energy grid powers industry — reliable electricity that sustains economic activity. Knowledge infrastructure powers smart government — institutional memory, lessons learned, and expert communities that make decisions faster, safer, and more consistent. Exhibit 3. KM as National Infrastructure. Looking ahead, the countries that thrive won't be the ones with the most dashboards or the most consultants. They'll be the ones that remember. The ones that know how to learn from their own past. The ones that invest in continuity. Because the next time a crisis strikes, we shouldn't be asking, "What do we do now?" We should be able to ask, "What did we do last time, and who still remembers?" With Knowledge Management, the answer can and should be: We all do. Media Contact Jordan Richards Founder & CEO Tacitous Email: contactus@tacitous.com Website Social Media: LinkedIn X Facebook Author Contacts and Resources Jordan Richards KM / IM Solutions & Implementation Expert | Business Technology Strategist https://www.tacitous.com https://www.linkedin.com/in/jordanrichards Jean-Francois Tendron Managing Director, Knowledge Management, Knowledge Engineering (MASK) https://www.kaseane.com https://www.linkedin.com/in/jean-francois-tendron Anthony McCarthy Knowledge Management Consultant | MASK Specialist https://www.kaseane.com https://www.linkedin.com/in/anthonydmccarthy

October 13, 2025

Technology

It’s AI Introduces Word-Level AI Detection for Greater Transparency in Text Analysis

It’s AI , the most accurate AI detector according to the RAID benchmark, has announced a major update to its platform. The new feature provides word-level AI highlights, giving users deeper insights into how detection results are calculated and what exactly words impacted AI score the most. Previously, the system provided an overall AI score for each text and sentence-level probabilities. The new functionality goes further by highlighting individual words that influence detection results, giving users greater clarity and transparency. Many detection tools offer keyword-based “AI vocabulary” features, which rely on statistical frequency counts. These systems highlight words based on whether they appear more often in AI-generated or human-written texts, sometimes flagging entirely human content as AI. “Statistic-based approaches are simple but not reliable, and they don’t explain why an AI detector classifies text as AI-generated. That's why we developed a method that extracts from the AI checker the exact words it relies on in a specific context. This provides a more accurate and context-sensitive explanation of results,” said Sergey Volnov , CEO of It’s AI. Unlike simple keyword lists, It's AI analyzes the full context and highlights the words that contribute most to the AI score. The same phrases may be flagged in one text but not in another, depending on their impact. This update has practical applications for a wide range of users. Writers, marketers, managers, or educators can now identify certain words that should be edited first to make AI-generated text appear more natural while preserving meaning. The feature also provides users with a new level of transparency, offering insights into how the system evaluates text rather than relying on a “black box” score. Beyond AI detection and word-level highlights, the platform combines multiple tools in one solution, including plagiarism checking, document and batch uploads, shareable scan reports, etc. It’s AI average accuracy among HC3, GhostBuster, and GRiD datasets is over 98% and it's leading RAID, the biggest and most robust benchmark in AI detection, outperforming other detectors such as GPTZero, Originality, and Copyleaks. Users who want to integrate It's AI into their applications can do so through API access, Python SDK, or Zapier Integration. The team stated that LMS integration for universities and schools is already under development and will be released soon. More information about It’s AI is available on the company’s official website .

October 12, 2025

Technology

ElephantSqlDB Defies Conventional Cloud Databases using Quantum Computing

The underlying code used in ElephantSqlDB will become essential to all applications requiring any type of database storage.... and by defying convention, this SaaS cloud database did so, with a difference. Cedric Harris, CEO & Founder at ElephantSqlDB, Inc, says: "We wanted to try something new with ElephantSqlDB. Anyone familiar with the ElephantSqlDB is the first SaaS cloud database built on a quantum computing architecture. ElephantSqlDB saves more than 80% on database storage in the cloud and with the quantum computing architecture will never degrade in performance no matter how large your database grows. market will probably have noticed how everyone else always seemed to Our cost and value comparisons located on our website show ElephantSqlDB provides the lowest price and the highest value in comparison to all competitors. ElephantSqlDB offers the lowers price for cloud data storage at only $0.49 per GB. No other competitor comes close the cost savings or superior performance of ElephantSqlDB.. We felt this was a problem because In the age of AI, more data is being stored than before. AI is driving the mass amounts of data storage needed. Conventional databases get slower over time and require faster and more expensive hardware to compensate for their degradation in performance. ElephantSqlDB use a quantum computing architecture based on our proprietary implementation of the Grover's Algorithm which ensures that performance never degrades no matter how large the database grows in size. ElephantSqlDB ensures you will never get priced out of performance by alleviating the need to buy faster and more expensive hardware in-order to retain performance.." So as a welcome breath of fresh air, ElephantSqlDB instead ElephantSqlDB is regarded as asymptotic. An asymptotic database derives it performance from its algorithm and not its hardware. This architectural design enables ElephantSqlDB to charge one simple low price of $0.49 per GB with no hidden fees like other databases.. ElephantSqlDB, Inc chose to make this move because low cost was a primary feature because cloud infrastructure costs has increased year over year. As cloud infrastructure costs continue to rise those affected are indie-developers who often get priced out of the infrastructure and data storage essential to developing the next innovative solution.. Cedric Harris also said "We want to give our customers ElephantSqlDB is providing a 25% database coupon credit for anyone willing to evaluate it.. With ElephantSqlDB, they have a fresh new possibility. We want them to feel We want our customers to feel a sense of predictability, power and simplicity when they use ElephantSqlDB. when using ElephantSqlDB. Trying something new is always a risk, but it's a risk we believe is worth taking." "Ensuring the Survival of ALL Data." Data should go to databases to survive and thrive not become vulnerable and bottlenecked. . This isn't the first time ElephantSqlDB, Inc has defied convention either. ElephantSqlDB is now available at ElephantSqlDB is available at https://www.elephantsqldb.com/try-elephantsqldb or on the AWS Marketplace at https://aws.amazon.com/marketplace/pp/prodview-tmgurnpqahlgw?sr=0-1&ref_=beagle&applicationId=AWSMPContessa . To find out more, it's possible to visit https://www.elephantsqldb.com/elephantsqldb-technology For further information about ElephantSqlDB, Inc, all this can be discovered at https://www.elephantsqldb.com

October 11, 2025

Technology

Harmony Twenty Two Launches Unique Earbuds with Hi-Fi Sound Quality

From Passion to Innovation Music has always been an essential part of daily life—a source of inspiration, comfort, and energy. The founders of Harmony Twenty Two understood this connection deeply, yet found themselves constantly disappointed by earbuds that couldn’t live up to their love for great sound. They wanted something different: deep, resonant bass, crystal-clear highs, and a balanced sound that brought every note to life. Driven by passion and frustration in equal measure, they set out to design earbuds that would deliver the sound experience they’d always wanted, blending performance, style, and value into one. In April 2025, that vision became reality with the creation of Harmony Twenty Two. The Philosophy Behind Harmony Twenty Two Harmony Twenty-Two was founded on a simple belief — that music should be heard the way it was meant to be: clear, powerful, and full of life. The company’s mission is to deliver high-fidelity sound without the premium price tag. From the very first note, listeners can feel the precision of 13mm drivers engineered to produce deep bass, crisp mids, and sparkling highs, creating an experience so authentic it feels like being in the studio with their favorite artist. Recognizing that every listener hears sound differently, the company strives to craft a tuning profile that appeals to a wide range of ears. While no single sound fits everyone, Harmony Twenty-Two aims to deliver an experience that most can appreciate — pure, balanced, and beautifully detailed. Affordable Excellence One of the core principles of Harmony Twenty Two is accessibility. The team understands that not everyone can afford premium audio equipment, but that should not mean settling for inferior sound. The earbuds produced by Harmony Twenty Two are priced affordably, giving customers access to premium-quality audio without the premium price tag. In an industry often dominated by expensive brands, Harmony Twenty Two strives to offer an alternative that combines quality and affordability. Currently, Harmony Twenty Two’s products are available on the company website, harmonytwentytwo.com , which forwards customers to the Amazon storefront . This allows users to shop and experience the products from the comfort of their own homes. Growing Beyond Earbuds Although Harmony Twenty Two is starting with earbuds, the brand’s aspirations go far beyond that. The company plans to expand its offerings in the near future, with products such as headphones and portable speakers being on the horizon. The team is committed to building a reputation for producing not only great sound but also stylish, unique products that people can rely on for all their audio needs. The ultimate vision for Harmony Twenty Two is to become a globally recognized brand in the audio industry, much like Beats by Dre, a brand known not only for its quality but also for its cultural relevance and universal appeal. Harmony Twenty Two is in its early stages but has already garnered attention for its commitment to exceptional sound design and style. Building Credibility: Award-Winning Sound In recognition of its groundbreaking audio products and innovation, Harmony Twenty Two has been honored with the Best New Audio Company in the US of 2025 award by Best of Best Review . This prestigious title acknowledges the company’s rapid success in delivering premium sound quality at an accessible price. With products that blend cutting-edge technology, design, and performance, Harmony Twenty Two continues to make waves in the audio industry. Customer Feedback and Reviews Customer satisfaction is a top priority for Harmony Twenty Two, and the company has received positive feedback across multiple platforms, including Amazon. Many customers have praised the earbuds for their sound quality, comfort, and value for money. These reviews are a testament to the company’s commitment to delivering reliable, high-quality products that stand the test of time. Harmony Twenty Two remains dedicated to evolving and improving its products based on customer feedback, always striving to meet the needs of music lovers everywhere. About Harmony Twenty Two Harmony Twenty Two is an audio equipment company founded in April 2025. The company is dedicated to creating high-quality, affordable earbuds and other audio products, with a focus on delivering clean, reliable, and immersive sound. Harmony Twenty Two aims to become a global leader in the audio industry, bringing music lovers the best sound experience possible without breaking the bank. Media Contact The Phuong Nguyen Tiffanny Trac Co-founders & Ceo, Harmony Twenty Two Email: Harmonytwentytwo@gmail.com Website: harmonytwentytwo.com Amazon Storefront: Harmony Twenty-Two on Amazon Facebook: Harmony Twenty-Two on Facebook Instagram: @harmonytwentytwo

October 10, 2025

Technology

Fresno Managed IT & vCIO, Flexible Support Mix Model For SMBs Announced

The announcement comes as the IT industry reacts to significant shifts in the IT landscape. Divine Logic’s expansion targets small and mid-sized businesses across the Central Valley that are moving toward a flexible “support mix” model — combining remote-first managed IT and vCIO advisory with scheduled on-site visits when they add real value.. Interested parties can learn more at https://www.divinelogic.com/ Businesses in the Central Valley, especially small and mid-sized, are finding themselves increasingly attacked by cybercriminals who assume they have weaker security than bigger companies. Central Valley Regional Center, a state-funded service provider for developmentally disabled individuals, Central Valley Meat Co., and Merced County Schools have all been targeted in recent years. As a result, many are moving away from the traditional break-fix model—where technicians respond only after systems fail—and adopting more comprehensive, proactive managed services that prevent problems before they disrupt operations. Divine Logic's support mix model is designed to meet this need while giving clients extraordinary flexibility. The company offers managed IT operations, virtual Chief Information Officer (vCIO) advisory, backup and recovery with test restores, cybersecurity controls, Microsoft 365 and cloud support, and emergency stabilization. This approach combats a pattern of growing cyberattacks in the state that have resulted in substantial losses. The company's vendor-neutral recommendations don't require a total overhaul to prevent these kinds of breaches, but work within existing tool sets and budgets. Additionally, Divine Logic allows businesses to customize their IT service scope based on location needs and seasonal demand. The company delivers most support remotely for faster response times, and schedules on-site visits when physical presence reduces downtime or security risk. "We design the support mix around each client's sites and schedules," said a Divine Logic representative. "Remote work solves most issues faster, but when a visit shortens downtime or addresses a security gap, we schedule on-site help. Clients adjust the mix as their needs change." Divine Logic serves clients in healthcare, dental, construction, agriculture, food processing, logistics, hospitality, events, finance, and public sector organizations. The company has supported Central Valley businesses for 35 years and focuses on multi-site operations and regulated environments that require clear scope control and documented procedures. For more information, please visit www.divinelogic.com

October 10, 2025

Technology

SkyTab POS System Now Available Through POSUSA.com for Bars and Restaurants

SkyTab POS, the all-in-one point-of-sale system for bars and restaurants, is now available directly through POSUSA.com, a leading online resource for restaurant technology and POS system reviews. To learn more about SkyTab POS systems, go to https://www.posusa.com/skytab-pos-system/ . POS USA announced it is now offering SkyTab POS to help restaurant owners access a professional-grade system with transparent $29.99 monthly pricing and no upfront costs. The addition expands POSUSA.com’s lineup of industry-leading restaurant POS solutions, giving business owners a powerful, full-service platform backed by installation, training, and lifetime support. SkyTab POS has quickly become one of the most popular restaurant point-of-sale systems in the U.S., combining enterprise-level reliability with small-business affordability. Each system includes durable hardware, professional installation, staff training, and 24/7 support—eliminating the unexpected expenses that often frustrate restaurant operators. “Many restaurant owners tell us they’re tired of surprise fees and equipment failures,” said a POS USA representative. “SkyTab’s model removes the guesswork from budgeting. You know exactly what you’ll pay each month, and the lifetime warranty means broken hardware gets replaced at no cost.” Each SkyTab terminal features a 15-inch touchscreen workstation, EMV and contactless payment processing, a cash drawer, and a thermal receipt printer. The subscription plan also includes cloud-based reporting, online ordering, and built-in marketing tools at no extra charge. SkyTab’s software supports reservations and waitlist management, loyalty programs, QR-code menus, and more—all standard with the base plan. For growing operations, optional add-ons such as tableside handhelds, kitchen video displays, and barcode scanners can be included for a small monthly fee. SkyTab POS processes payments through Shift4, one of the nation’s leading merchant services providers. The system maintains a 4.9-out-of-5-star rating from restaurant owners on Trustpilot, praised for its reliability and transparent pricing. Television personality and Bar Rescue host Jon Taffer also endorses SkyTab as one of the most reliable and cost-effective POS systems for hospitality businesses. POS USA noted that SkyTab’s flexible one-year agreement sets it apart from competitors requiring multi-year commitments. Restaurants can cancel at any time without early-termination fees, giving operators the freedom to scale or pivot as needed. In addition to its affordability and flexibility, SkyTab offers advanced features like an AI-powered website builder, automated marketing campaigns, and real-time analytics. Designed for both full-service and quick-service environments, the system provides restaurant owners with the technology they need to streamline operations, enhance customer experiences, and grow revenue. SkyTab’s combination of transparent pricing, professional hardware, and lifetime support has positioned it as one of the most attractive solutions for restaurants, bars, and hospitality venues nationwide. For more information about restaurant POS systems and detailed SkyTab reviews, visit: https://www.posusa.com/skytab-pos-review/

October 10, 2025

Technology

Solar Power Station for Emergency Preparedness

Solar Emergency Charger notes the value of solar power stations as a dependable and sustainable option for emergency preparedness. These units provide essential power for safety and communication during grid failures or outages from natural events. A reliable power source is important for household safety when conventional electricity is out. More information is available at https://solaremergencycharger.com/ . The need for a reliable backup power source is reflected in recent data. According to the U.S. Energy Information Administration, the average American experienced approximately 5.5 hours of power interruptions in 2022. This figure shows a potential vulnerability for households dependent on a stable grid. A solar generator operates by using solar panels to convert sunlight into direct current (DC) electricity. The energy is stored in a high-capacity battery, with a charge controller managing the flow. An inverter then converts the stored DC power into alternating current (AC) for use with standard appliances. This technology produces clean energy without emitting pollutants. It supports sustainable living practices and lessens reliance on the traditional power grid. For families aiming for more self-sufficiency, these systems offer energy independence and a reduced environmental footprint. Unlike traditional generators that have ongoing fuel expenses, a solar generator can offer long-term savings. With fewer moving parts than conventional systems, they require less maintenance. This design results in lower operational costs and helps ensure the system is ready when needed. The practical capability of these units is shown in their emergency performance. For instance, a 2,000Wh unit can theoretically power a 100W device for approximately 20 hours, depending on factors such as battery type and efficiency. This capacity can sustain appliances like refrigerators and communication tools during a grid interruption. Solar Emergency Charger provides homeowners with reliable and user-friendly solar power stations. The company serves as a resource for families looking to add a modern, sustainable energy source to their preparedness plans. Homeowners and families seeking to secure their backup power supply for unexpected events are encouraged to visit the Solar Emergency Charger website. To learn more about available products and how to prepare for grid failures, please visit https://solaremergencycharger.com/ .

October 10, 2025

Technology

Xuanrui Zhang Advances Financial Security Through Real-Time Machine Learning and Graph-Based Fraud Detection

The exponential growth of digital financial services has created unprecedented challenges in fraud prevention and identity verification. Traditional rule-based systems struggle to keep pace with sophisticated fraud schemes that evolve across multiple channels and exploit complex relationship networks. Recent research led by Xuanrui Zhang and published in academic journals introduces comprehensive frameworks that integrate graph database technology with real-time machine learning to fundamentally transform financial fraud detection capabilities. At the foundation of this research lies the integration of machine learning and graph database technology, providing a new analytical paradigm for the financial industry. The framework leverages the strengths of graph databases in modeling complex relational data and the capabilities of machine learning in extracting deep behavioral patterns. By unifying data from multiple sources such as transaction records, user profiles, and credit chains, the system enables financial institutions to perform intelligent fraud detection, credit evaluation, and anti–money laundering analysis with greater efficiency and precision. This approach establishes a scalable, data-driven foundation for building intelligent and adaptive risk control mechanisms within digital finance. Expanding on this foundational framework, research into graph database applications demonstrates how complex relational networks uncover fraudulent user communities. Published work details the integration of graph convolutional neural networks with Neo4j implementations to model customer relationships, transaction paths, and guarantee networks. Through mathematical formulations calculating fraud probability scores by multiplying edge weights across transaction paths, the system identifies anomalous fund flow patterns, including cross-account money laundering and circular fraud schemes, achieving superior detection accuracy compared to traditional collaborative filtering and content-based methods. Complementing graph-based detection, research on real-time machine learning models addresses multi-channel fraud challenges through adaptive learning mechanisms and dynamic threshold adjustment. The framework processes massive transaction data streams through continuous integration, cleaning, and standardization pipelines that feed high-quality inputs to intelligent algorithms. These real-time processing pipelines form the technical basis for scalable deployment in production systems. Practical implementation occurs through comprehensive feature engineering and real-time risk assessment systems. A reusable feature store integrates vendor signals, risk service outputs, network telemetry, and temporal velocity patterns. This design enables consistent performance across multiple fraud detection models. Contributing to this research is Xuanrui Zhang, who holds a Master of Engineering degree in Operations Research with specialization in Data Analytics and Machine Learning from the University of California, Berkeley, and a Bachelor of Science degree in Statistics with a minor in Economics from Pennsylvania State University. Professional experience spans data science roles focused on fraud detection, risk modeling, and financial security systems. Zhang’s research collectively forms a body of work that represents significant contributions to both academic research and practical financial security applications. This body of work represents significant contributions to both academic research and practical financial security applications. By integrating graph database architectures with adaptive machine learning algorithms and comprehensive feature engineering, the frameworks address critical challenges in real-time fraud detection, identity verification, and risk management. The demonstrated ability to achieve substantial precision improvements while maintaining millisecond decision speeds establishes new benchmarks for financial fraud prevention systems, offering both theoretical insights and operational guidance for institutions seeking to protect consumers and maintain ecosystem integrity in an increasingly complex digital landscape.

October 10, 2025

Technology

Agentic AI Engineering Course With Capstone Project & Interview Prep Announced

Interview Camp AI has announced that applications are now open for the October 2025 cohort of The Complete Agentic AI Engineering Course, a 12-week program designed to equip software engineers, data scientists, and machine learning professionals with the skills needed to transition into advanced AI engineering roles. The course offers a structured, end-to-end learning path, from core foundations to the deployment of production-grade AI systems used in enterprise environments. More information is available at https://interviewcamp.ai/ According to the training provider, the program was designed to bridge the gap between technical knowledge and job readiness for professionals entering the fast-evolving AI industry. “We start from the basics and build up to advanced topics in agentic AI,” a spokesperson for the company said. “Learners will graduate the program understanding the full lifecycle of intelligent system development, from model orchestration to scalable deployment.” The need for this kind of structured, advanced AI training is underscored by recent industry data, such as that from PwC , which found that skills related to AI are changing 66% faster than those in less AI-exposed roles, and workers who possess AI capabilities command a 56% wage premium compared to peers without them. A number of critical subjects are covered, including agent frameworks, where participants gain practical experience using LangChain, LangGraph, and AutoGen—three leading frameworks for building intelligent, multi-agent systems. “By mastering these tools, learners can design agents capable of reasoning, communicating, and collaborating across complex workflows,” the spokesperson explained. The program also covers production systems, preparing participants to scale AI applications for commercial use. Through guided exercises, students learn to design infrastructure, optimize performance, and deploy AI models for real-world workloads. Each week combines live instruction with hands-on projects, requiring five to eight hours of total commitment. All sessions are recorded and immediately accessible, allowing participants to learn flexibly while keeping up with the course schedule. In addition to the technical modules, the course provides career development support, including resume reviews, mock interviews, and introductions to Interview Camp AI’s hiring partner network. Graduates have successfully secured AI-focused roles at major tech and fintech companies. Those interested in joining the October cohort can apply or learn more at https://interviewcamp.ai/

October 10, 2025

Technology

From Innovation to Revolution: Davit Gharibyan’s Ozone Cleaning Method

Revolutionizing Cleanliness: The Vision Behind Ozone Cleanings Davit Gharibyan, a trailblazing entrepreneur from Armenia, has developed a cleaning method that is transforming the global cleaning industry. Through his company, Ozone Cleanings, he has introduced the world’s first patented ozone cleaning technology, a breakthrough that eliminates bacteria, mold, and toxins without relying on harmful chemicals. What began as an idea in a small garage workshop has now become a leading solution in the cleaning world, offering a sustainable, chemical-free alternative that ensures healthier and safer environments. The Genesis of Ozone Cleanings: A Response to Global Needs The story of Ozone Cleanings began during the COVID-19 pandemic when traditional disinfecting methods often relied on harsh chemicals, which caused property damage and raised concerns about long-term health risks. Recognizing the need for a safer and more sustainable cleaning solution, Davit Gharibyan developed the ozone cleaning system , a patented method that uses ozone gas to disinfect and purify air and surfaces, without any chemical residue. At first, the concept of using ozone as a cleaning agent was met with skepticism, but as its benefits became clear, Ozone Cleanings quickly gained trust across various sectors. From vehicles and residential spaces to businesses and public transportation, the ozone cleaning system has proven effective in providing safe, sustainable, and thorough sanitation. The Unique Technology Behind Ozone Cleanings What sets Ozone Cleanings apart is its exclusive use of ozone technology, a system created and patented by Davit Gharibyan. Unlike traditional cleaning methods that use harsh chemicals, ozone cleaning harnesses the power of ozone gas to disinfect surfaces and purify the air. The process eliminates harmful pathogens, bacteria, mold, toxins, and odors, leaving spaces clean and refreshed without any chemical residue. This patented method addresses growing concerns over chemical exposure and environmental sustainability. Ozone Cleanings is committed to providing a safer, healthier, and more eco-friendly alternative to traditional cleaning methods, positioning itself as an industry leader in chemical-free cleaning solutions. Building Trust Through Transparency Transparency is a core principle at Ozone Cleanings. The company prides itself on documenting each cleaning service and sharing real-time results on social media platforms. This transparency not only demonstrates the effectiveness of the ozone cleaning method but also builds trust with customers and partners. By showcasing tangible results, Ozone Cleanings has positioned itself as a reliable and credible name in the cleaning industry. Health and Safety: A Commitment to Creating Safer Spaces The health and safety of individuals is at the heart of Ozone Cleanings. The patented ozone technology helps create healthier environments by eliminating harmful pathogens and toxins. This makes it an ideal solution for critical spaces such as hospitals, schools, restaurants, and other public venues, where cleanliness is of utmost importance. The ozone cleaning process avoids using toxic chemicals, ensuring that it is safe for both people and the environment. By offering an alternative to traditional chemical-based disinfectants, Ozone Cleanings plays a significant role in reducing the risks associated with chemical exposure, contributing to healthier living and working spaces. Davit Gharibyan: The Visionary Leading the Charge Davit Gharibyan, the founder and CEO of Ozone Cleanings, has been instrumental in the company’s success. His innovative approach and determination to create a safer, chemical-free cleaning solution have established Ozone Cleanings as a pioneer in the industry. As a well-known public figure, Davit’s reputation has also played a key role in raising awareness of ozone technology. His dedication to improving public health and hygiene has built strong relationships with government institutions, businesses, and communities. Looking forward, Davit remains committed to expanding Ozone Cleanings’ impact and positioning the company as the global leader in ozone-based cleaning solutions. Global Expansion: Bringing Ozone Cleanings to New Markets Building on its proven success in Armenia, Ozone Cleanings continues its international expansion — from the United Arab Emirates to all of Europe. Our mission is to bring our revolutionary and eco-friendly cleaning technology to every corner of the continent, shaping a new culture of cleanliness across Europe. Dubai, a key destination for this expansion, presents an opportunity to introduce ozone cleaning technology to the UAE’s growing market, where the demand for eco-friendly and chemical-free cleaning solutions is on the rise. Ozone Cleanings’ international expansion marks a major milestone in its mission to set a new global standard for cleanliness. The Future of Ozone Cleanings: A Global Standard for Safe Cleanliness Ozone Cleanings is dedicated to continuously improving its technology and services, ensuring that it remains at the forefront of the industry. With a vision to create a world where chemical-free cleaning is the norm, the company is exploring new markets and expanding its services to meet the growing global demand for safe and sustainable cleaning methods. By pioneering ozone cleaning technology and making it accessible to the world, Ozone Cleanings is not just cleaning spaces , it’s transforming the very concept of cleanliness. Ozone Cleanings Expands Internationally: A Global Mission for Safe, Sustainable Cleanliness With a successful track record in Armenia, Ozone Cleanings is now expanding into international markets, beginning with the United Arab Emirates (UAE) and Europe. This strategic expansion will bring Ozone Cleanings’ revolutionary technology to a broader audience, offering safe, sustainable cleaning solutions to new regions. Building on its proven success in Armenia, Ozone Cleanings continues its international expansion — from the United Arab Emirates to all of Europe. Our mission is to bring our revolutionary and eco-friendly cleaning technology to every corner of the continent, shaping a new culture of cleanliness across Europe. About Ozone Cleanings Ozone Cleanings is a company based in Armenia, founded by Davit Gharibyan. It specializes in using patented ozone technology to provide chemical-free, sustainable cleaning solutions. The company serves residential, commercial, and public spaces, including vehicles and transportation systems. Ozone Cleanings is a leader in promoting eco-friendly cleaning practices and providing safe, effective solutions for hygiene and sanitation. Media Contact Davit Gharibyan Founder of Ozone Official Website : www.ozonecleanings.com Phone Number: +1 (828) 880-8880 Instagram: Ozone Cleanings Instagram: Ozone Cleanings USA TikTok: Ozone Cleanings YouTube

October 10, 2025

Technology

Dazychain Announces AI-Integrated Legal Matter Management Platform

Dazychain Unveils AI-Integrated Legal Matter Management Solution Dazychain, a leading provider of legal matter management solutions, announces the launch of its innovative cloud-based AI platform designed to streamline and automate legal workflows for in-house legal teams. With a focus on efficiency, cost-effectiveness, and automation, Dazychain empowers legal teams to manage their operations more effectively, all while integrating AI tools directly into the workflow. The platform’s robust set of features includes matter intake, intelligent automated triage, self-service contract and document management, AI-powered document summaries, and spend management tools. Particularly popular among small to medium-sized organizations in industries like finance, utilities, construction, and non-profits, Dazychain is changing how legal professionals handle matters, reducing the time spent on administrative tasks while improving decision-making processes. AI Integration: Automating Key Legal Processes Dazychain's AI features are embedded throughout the platform to enhance productivity, reduce manual labor, and improve workflow efficiency. One of the core capabilities is AI-powered matter creation, which accelerates the intake process, automatically generating and categorizing legal matters based on predefined inputs. This eliminates the need for repetitive data entry, freeing legal professionals to focus on high-level tasks such as strategy and analysis. In addition to matter creation, Dazychain provides AI-powered document summaries and Q&A functionalities. These features condense lengthy legal documents into clear, concise summaries, while the AI-driven Q&A enables legal teams to quickly retrieve information by posing plain-language questions to the system. This significantly reduces research time and streamlines the review process, ultimately accelerating decision-making and minimizing the risk of oversight. Automated Workflow and Document Management Another key benefit of Dazychain is its comprehensive document and contract management capabilities. The platform integrates with common business tools, including Outlook, Office 365, Gmail, and DocuSign, enabling seamless collaboration and document sharing among legal teams, internal clients, and law firms. This integration ensures that all communication and document exchanges remain within a secure, accessible environment. Dazychain also includes automated document and contract management features, such as AI document extraction. This function surfaces critical data from legal documents, such as key clauses, parties involved, dates, and obligations, aiding in risk assessment, compliance, and reporting. AI for Better Spend Management and Reporting A key differentiator for Dazychain is its built-in spend management functionality. By tracking legal spend throughout the life cycle of a matter, the platform helps organizations stay within budget and make informed decisions about resource allocation. The reporting and dashboard tools enable legal teams to analyze spending trends, monitor budgets, and generate insightful reports to drive cost-effective legal strategies. "With the integration of AI throughout our platform, we're enabling legal teams to operate more efficiently and effectively," said Dr. Katherine King, CEO of Dazychain. "Our solution accelerates matter creation, enables document self-service, automates routine processes, and gives legal professionals the tools they need to focus on strategy, not paperwork." Designed for Modern Legal Teams Dazychain is designed to address the modern challenges faced by in-house legal teams, including increasing workloads, cost pressures, and a need for better collaboration. The platform offers a simple, intuitive interface that enables legal teams to manage all their matters in one place, from intake to reporting. The solution is flexible and scalable, catering to the needs of organizations across industries, from financial services to utilities. Dazychain's cloud-based nature ensures that teams can access the platform anytime, anywhere, with no need for complex IT infrastructure or management. A Commitment to Inclusion and Work-Life Balance Dazychain is also committed to creating a diverse and inclusive work environment. Led by Dr. Katherine King, a female CEO, the company prides itself on employing many women in technical roles. The company operates primarily in a remote work environment, offering employees flexibility in their work schedules. Meetings are scheduled to accommodate family needs, such as child pick-up and drop-off times. Dazychain also offers four weeks of paid vacation, as well as paid maternity and family leave, underscoring its dedication to supporting work-life balance. "We are committed to fostering an inclusive and flexible work culture," said Dr. King. "Our team is our greatest asset, and we strive to ensure that everyone can thrive both professionally and personally." Recent Recognition: Best AI-Powered Legal Matter Management Platform in the US of 2025 Dazychain’s commitment to innovation and excellence has been recognized with the prestigious " Best AI-Powered Legal Matter Management Platform in the US of 2025 " award from Best of Best Review. This honor highlights Dazychain’s groundbreaking approach to integrating artificial intelligence into legal workflows, setting a new standard for the industry. The award reflects the company’s leadership in transforming how in-house legal teams operate, reducing administrative burdens, and driving efficiency across the legal matter management process. This recognition comes on the heels of several product advancements and reinforces Dazychain’s role as a trailblazer in the legal technology space. Why Dazychain Stands Out Dazychain offers a comprehensive solution that integrates AI deeply into the legal matter management process. Unlike other platforms offering disconnected point solutions, Dazychain brings everything together into one platform, automating and enhancing every stage of legal work. From intake and matter creation to contract management, reporting, and spend control, Dazychain’s AI-powered platform provides a seamless, efficient solution that simplifies legal operations for in-house teams. "By offering end-to-end matter management with integrated AI, we are transforming how legal teams work," added Dr. King. "Our platform helps legal teams save time, reduce costs, and improve outcomes, all while providing full transparency into the entire process." About Dazychain powered by IntuityAI Dazychain, powered by IntuityAI, is a cloud-based legal matter management platform designed to help in-house legal teams streamline their workflows and improve productivity. The platform offers a suite of AI-powered features, including automated matter creation, document management, contract automation, spend management, and AI-driven reporting. Trusted by organizations across industries such as finance, utilities, and construction, Dazychain helps legal teams save time, reduce costs, and make smarter decisions. Media Contact: Katherine King CEO, Dazychain powered by IntuityAI Email: katherine.king@yarris.com Website LinkedIn - Dazychain LinkedIn - Katherine King

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Dazychain Announces AI-Integrated Legal Matter Management Platform

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