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Changelly

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What Is DeFi 2.0 and Why It Matters

  • DeFi 2.0 aims to address the flaws of DeFi 1.0 by improving liquidity management, reducing risk, and introducing more sustainable models.
  • It focuses on protocols owning their liquidity, introducing bonding mechanisms, self-repaying loans, and more efficient treasury management.
  • DeFi 2.0 aims to create a more sustainable and efficient decentralized finance ecosystem by reducing dependence on external rewards.
  • Key innovations in DeFi 2.0 include improved scalability, enhanced security, DAO governance, cross-chain interoperability, and better user experience.
  • Projects like OlympusDAO, Tokemak, Alchemix, and Abracadabra Money are implementing concepts of DeFi 2.0 such as protocol-owned liquidity and self-repaying loans.
  • DeFi 3.0 is expected to address gaps in DeFi 2.0, such as real-world asset tokenization, AI-driven protocols, better cross-chain tools, regulations, and innovative liquidity provision models.
  • DeFi 3.0 will build on the advances of DeFi 2.0, offering smarter automation, increased access to markets, and improved risk management tools while maintaining decentralization.
  • It is important for users to stay informed about the evolving DeFi landscape, potential risks, and regulatory developments to make informed decisions in the crypto space.
  • Disclaimer: The information provided is the author's opinion and not financial advice. Investors should conduct thorough research and consider various viewpoints before making investment decisions.

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TechBullion

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How Real-Time Incident Reporting Improves Organisational Resilience 

  • Incident reporting is evolving from a compliance task to a real-time tool for organisations to enhance resilience.
  • Real-time reporting allows businesses to identify patterns early, act swiftly, and share information efficiently across teams, contributing to agility and efficiency.
  • Organisational resilience is crucial in today's unpredictable world, where the ability to detect, respond to, and learn from incidents in real time is essential for mitigating risks.
  • Real-time reporting provides leading indicators that help in preventing incidents rather than reacting to them after they occur, supporting a proactive approach to safety and risk management.

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Medium

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Telecom Business — Use AI Now

  • Telecom operator integrated AI into its engineering processes to boost sprint capacity by 50% without hiring additional developers.
  • AI tools were used for generating test cases, assisting with code reviews, and summarizing pull requests.
  • Companies that deploy AI with intent and as a force to apply are getting ahead in the industry.
  • Telcos are advised to start utilizing AI in their workflows to stay ahead in the competitive market.

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Medium

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Understanding MCP and A2A Protocols: A Technical Deep Dive in Simple Language

  • MCP is an open standard that allows AI models to access external tools, services, and data in a standardized and secure way.
  • MCP simplifies integrations for AI systems by providing a single standard interface instead of custom code for each tool.
  • All messages in MCP are formatted using JSON-RPC 2.0, ensuring easy parsing and debugging.
  • A2A protocol allows agents to communicate with each other over the internet, enabling tasks like fetching booking cards and collaboration for travel planning.

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TechBullion

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Data Theft from Discarded Devices: How File Erasure Could Have Helped

  • Improper data deletion from electronic devices before selling or discarding makes them vulnerable to data theft.
  • Deleting files on a computer does not erase the actual data, leaving it recoverable through data recovery software.
  • Corporations and government agencies have also faced data theft due to improper disposal of devices.
  • Real-life examples include a UK bank's data theft scandal, a stolen medical laptop with patient data, and military computers sold with sensitive data.
  • File erasure software, like Stellar File Eraser, could have prevented these data breaches by permanently wiping data from hard drives.
  • In 2023, over one million people reported identity theft incidents, emphasizing the importance of secure data disposal.
  • Stellar File Eraser securely deletes all traces of online activity, deleted files, application data, and system traces, protecting user privacy.
  • It works with hard drives, solid-state drives, USB external drives, and flash drives, making it a comprehensive data erasure solution.
  • By investing in advanced file erasing software like Stellar, users can protect sensitive information and prevent identity theft across Windows devices.
  • For more information on Stellar File Eraser, visit https://www.stellarinfo.com/data-erasure/file-eraser.php

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Medium

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Democracy in Multi-Agent AI Systems — Part 3

  • Implementing a democratic multi-agent system in AI introduces complexity and trade-offs between speed, accuracy, and system resilience.
  • Challenges include increased latency, coordination overhead, and the need for sophisticated consensus mechanisms, requiring a careful balance to leverage collective intelligence effectively.
  • Designing a democratic multi-agent system involves careful engineering and best practices to ensure benefits are not compromised by system flaws.
  • Key design principles include thoughtful architecture, coordination, and continuous refinement to support reliable and fair functioning of the system.

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Medium

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If You Give Sales a Screenshot

  • Sales teams often ask for more functionalities after seeing a demo.
  • They may request additional features and details before closing a deal.
  • Sales representatives may require a test sandbox, roadmap, and list of features to aid in selling.
  • Providing detailed information and visual aids to sales can be crucial for successful pitches.

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Medium

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Reconstructing Identity Verification: A Decentralized Framework to Protect Privacy Without…

  • The article introduces the Decentralized Identity Token Framework (DITF) as a privacy-preserving identity architecture to protect user privacy.
  • It addresses the issues with centralized identifiers and the lack of meaningful user consent in online platforms.
  • DITF aims to decouple identity from surveillance and provides rapid-response tools for account access control.
  • The framework operates on a dual structure, supports structured user rights and appeal processes, and emphasizes decentralized accountability.

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Medium

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AI and Web3: The Digital Evolution Towards a Fairer, Decentralized Internet

  • Centralized intelligence often leads to uneven distribution of benefits, with users' data being exploited for profit rather than empowerment.
  • The digital evolution needs to address ownership, governance, and fair distribution of AI-driven value.
  • Web3 aims to bring control back to individuals by promoting decentralization, transparency, and user empowerment.
  • Challenges in the current centralized AI ecosystem include limited control, unfair revenue sharing, and opaque algorithms.
  • Web3 enables users to own their data and earn fairly through tokenized ecosystems, fostering democratic governance through DAOs.
  • Educators, creators, and jobseekers can benefit from Web3 through on-chain certifications, verifiable skills, and collaborative platforms.
  • Combining AI with Web3 can lead to platforms that are both intelligent and empowering for individuals.
  • Possibilities with AI and Web3 include personalized learning platforms, decentralized job marketplaces, on-chain resumes, and AI-powered tools with user control.
  • Challenges in adopting AI and Web3 include technical literacy, evolving regulatory frameworks, and improving user experience for Web3 tools.
  • The future of digital work, education, and creativity will benefit from integrating intelligence and ownership.

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Medium

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RAPID TRAFFIC FLOW Review: The Underground Shortcut to Daily Clicks, Traffic & Affiliate…

  • RAPID TRAFFIC FLOW is a step-by-step traffic system designed by underground super-affiliates to generate daily traffic and sales without traditional methods like content creation, SEO, or paid ads.
  • The program offers a core strategy, traffic activation blueprint, done-for-you tools, and zero-fluff training for quick and effective results.
  • Key features include no need for paid ads, content creation, or an existing email list, making it scalable and sustainable once set up.
  • Users have reported targeted traffic, increased commissions, and positive results within a short time, making it a recommended option for affiliate marketers seeking a reliable traffic source.

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Lambdatest

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41 Best CSS Button Hover Effects to Use in 2025

  • CSS button hover effects enhance user experience with animations, transitions, and transformations that make buttons more engaging and interactive.
  • Various CSS button hover effects like Spinner Animation, Button Burst, and Border Revolve can be implemented to create captivating web designs.
  • These effects improve usability by providing clear indications of clickable buttons and enhancing overall user interaction on websites and mobile apps.
  • The article covers 41 best CSS button hover effects, including examples like Grow Button Background, Flip-Up Navbar, and Multiple Button Transition.
  • Each effect offers unique visual dynamics, from glowing icons to gradient animations, to improve button visibility and responsiveness.
  • The application of hover effects on buttons within various contexts like cards, profiles, and social media transitions can significantly enhance user engagement.
  • Testing CSS button hover effects across browsers and devices using platforms like LambdaTest ensures consistent functionality and compatibility.
  • In 2025, incorporating hover effects in button design is crucial for providing users with intuitive and interactive elements on websites and applications.
  • FAQs address common questions related to the purpose, types, accessibility, and branding aspects of hover effects on buttons.
  • Hover effects not only improve user experience but also play a role in reinforcing brand identity through consistent design elements and animations.

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Medium

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The Rise of AI in Real Estate: Smarter Data, Better Deals

  • AI is revolutionizing the real estate industry, offering advantages to agencies, developers, and consumers through automated processes and predictive modeling.
  • Automated property valuation, driven by AI, ensures precision, timeliness, and uniformity by processing vast datasets for more accurate valuations.
  • Predictive analytics with AI tools help investors forecast market trends, predict neighborhood appreciation rates, and make evidence-backed investment decisions.
  • AI is transforming real estate marketing and customer relationship management with chatbots, machine-learning algorithms for lead prioritization, and personalized property recommendations.
  • AI enables virtual staging, 3D tours, and augmented-reality-enhanced walkthroughs, improving buyer experiences and decision-making processes.
  • AI plays a crucial role in fraud detection, contract verification, and insights for urban planners and property developers using geographic and demographic data.
  • In property management, AI automates functions like rent collection, maintenance scheduling, and tenant screening, enhancing operational efficiency and tenant satisfaction.
  • Ensuring data privacy, algorithmic bias mitigation, and transparency are key ethical considerations for AI adoption in real estate, requiring compliance with regulations, regular audits, and fairness in processes.
  • The future of AI in real estate involves deeper integration with blockchain, IoT applications, and the metaverse, leading to smarter buildings, tokenized property transactions, and immersive virtual marketplaces.
  • Early adopters of AI technology will lead the transition to an intelligent property ecosystem, essential for modern-day real estate excellence.
  • Integrating AI tools is no longer a luxury but a strategic necessity in real estate operations to stay competitive and future-proof the business.

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Medium

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File inclusion vulnerabilities in common programming languages with examples

  • Attacker's goal is to alter a variable in functions like include or require to inject malicious code from a remote source.
  • To prevent File Inclusion vulnerabilities in PHP, validate all user input before using it in the application.
  • Using a whitelist of accepted parameters or predefined switch/case statements is recommended to prevent such vulnerabilities.
  • JavaServer Pages (JPS) can include files for execution at runtime, which can lead to remote code execution on a vulnerable server.

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Medium

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GetX Workers: The Background Processing Feature 85% of Flutter Developers Never Use

  • A fintech startup's Flutter app faced issues with UI lag during market data updates, impacting real-time trading dashboard performance.
  • By implementing GetX workers to handle data processing separately, the app's performance significantly improved, maintaining smooth 60 FPS even during market volatility.
  • This simple solution prevented the startup from losing a major client due to performance issues, showcasing the effectiveness of utilizing GetX workers.
  • Despite the success story, a survey revealed that only 15% of Flutter developers at FlutterCon Europe had ever used GetX workers, highlighting an underutilization of this valuable feature.

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Medium

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Shared Value Gaming: Turning Play into Positivity

  • The state of Gaming and Web3 is viewed as non-optimal due to issues like microtransaction models and underwhelming experiences.
  • SV Games aims to bring positivity and belief back to gaming, focusing on the conviction and emotional attachment gamers have towards games.
  • SV Games has outlined three main goals centered around fairness, ethics, and transparency, with a dedication to shared values and empowerment of users.
  • The company plans to deliver a compelling Season Zero and Sparkball experience, emphasizing the importance of shared value and communicating their vision clearly to achieve it.

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