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Medium

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Virtual Threads in Java

  • Virtual Threads are user-mode lightweight threads managed by the JVM rather than the operating system.
  • Virtual Threads allow Java applications to handle millions of concurrent tasks efficiently.
  • When a Virtual Thread performs a blocking operation, it is unmounted from the carrier thread to allow other tasks to execute.
  • Virtual Threads in Java provide a game-changing approach to concurrency, enabling lightweight, scalable thread management.

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Medium

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Application Network Security in Azure: Subnets, Endpoints, DNS, NSGs with Terraform Code

  • The article discusses securing applications in Azure by segregating them into subnets for each service and implementing private endpoints for communication.
  • Subnet delegation is essential for applying networking rules within subnets for Azure services like Azure Functions.
  • Private endpoints are private IPs from virtual networks that facilitate secure communication between Azure services.
  • Private endpoints cannot be added to subnets delegated to specific resources like Microsoft.Web/serverFarms; dedicated subnets are needed for private endpoints.
  • Azure Private Link connects private endpoints to apps over the Azure backbone network.
  • Azure Private DNS resolves domain names in virtual networks without custom DNS configurations.
  • Network Security Groups (NSGs) manage networking traffic between Azure resources and enable filtering both inbound and outbound traffic.
  • NSGs need to be explicitly applied to subnets hosting private endpoints, and separate rules are required for effective traffic control.
  • External access to applications behind a subnet and private endpoint can still be possible due to public endpoints by default; Azure API Management (APIM) can help in exposing apps securely.
  • APIM allows external access to applications by exposing a public IP for API calls with a key for connecting to the backend securely.

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Dev

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🔑 Why Crypto Integration is the Best Key to Higher Profits

  • By offering cryptocurrency payments, businesses can tap into a potential customer base of over 560 million cryptocurrency users worldwide.
  • To ensure a seamless experience for users and maintain brand image, partnering with a cryptocurrency exchange, such as WhiteBIT, can be an effective solution.
  • Important factors to consider when integrating cryptocurrency payments include data and transaction security, support for popular coins and blockchains, ability to convert cryptocurrencies into fiat, and implementation speed.
  • By enabling cryptocurrency payments, businesses can attract international customers, increase global reach, and ultimately achieve higher sales and profits.

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Medium

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Why Your MVP Is Stuck And How to Fix It Fast

  • MVP delays happen for a reason — unclear priorities, slow process, or misaligned expectations.
  • To fix it: Identify core features, set a clear success metric, and stop aiming for perfection.
  • Choose the right workflow and provide clear task descriptions and priorities.
  • Use existing solutions instead of coding from scratch, and remember that the MVP is a tool to test the idea quickly.

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Scand

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Artificial Intelligence in Banking: Applications, Benefits, and Future Trends

  • Artificial Intelligence (AI) is transforming the banking industry through applications like fraud detection, customer service, credit scoring, and risk management.
  • AI in banking automates fraud detection by analyzing transaction patterns in real-time and generating alerts for unusual activities.
  • Chatbots in banking provide personalized assistance, handle standard queries, execute transactions, and offer financial advice based on customer data.
  • AI helps manage risk and credit scoring by analyzing customer data, predictive modeling, and real-time monitoring to adjust risk factors accordingly.
  • AI personalization in banking improves customer experience by offering tailored financial services, recommendation engines, and real-time feedback.
  • In trading and investment banking, AI offers market analysis, algorithmic trading, and portfolio optimization based on market conditions and risk tolerance.
  • AI in banking enhances efficiency, reduces costs, strengthens security and fraud prevention, and boosts customer satisfaction through automation and personalized services.
  • However, AI adoption in banking poses challenges such as data security concerns, ethical issues, regulatory compliance, and workforce adaptation to AI integration.
  • Leading banks like Commonwealth Bank of Australia, HSBC, and JPMorgan Chase have successfully implemented AI for data analytics, fraud detection, and compliance automation.
  • Future trends in AI for banking include generative AI, autonomic systems, and quantum computing, with increasing investment in AI technologies projected in the coming years.
  • The future of AI in banking promises faster, more secure, and customized financial services, emphasizing the importance of balancing technological innovation with human insight.

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Javacodegeeks

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Best Pair Programming Tools in 2025

  • Pair programming, a practice where two developers work together on the same codebase in real-time, has become increasingly popular in software development, fostering collaboration, improving code quality, and accelerating problem-solving.
  • In 2025, the best pair programming tools prioritize low latency to enable real-time collaboration without interruptions, addressing challenges faced by distributed teams across different time zones or regions.
  • Top pair programming tools in 2025 include Visual Studio Code Live Share, JetBrains Code With Me, GitHub Codespaces, CodeTogether, and Tuple, each offering unique features to enhance collaboration and minimize latency.
  • Visual Studio Code Live Share utilizes a peer-to-peer architecture, supports audio and video calls, and seamlessly integrates with the VS Code ecosystem for low-latency collaboration.
  • JetBrains Code With Me leverages cloud-based infrastructure, provides customizable quality settings, and supports offline mode for advanced collaboration within JetBrains IDEs.
  • GitHub Codespaces offers a cloud-based development environment with real-time collaboration features, hosting resources in the cloud and scaling based on usage for reduced latency in remote teams.
  • CodeTogether enables cross-IDE collaboration with a global network of servers, low-latency communication, and session recording for teams using multiple development environments.
  • Tuple focuses on optimizing screen sharing and audio quality, peer-to-peer connections, and a distraction-free interface for remote teams prioritizing a seamless pair programming experience.
  • Pair programming tools address latency issues through peer-to-peer architecture, cloud-based infrastructure, optimized data synchronization, integrated communication features, and customizable quality settings to enhance collaboration.
  • Best practices for reducing latency in pair programming include choosing the right tool, using a stable internet connection, and leveraging cloud-based environments for seamless collaboration in a remote-first world.

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Immersivelearning

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The Future of Product Design with Immersive Technology: Transforming Engineering in the Industrial Metaverse

  • Siemens and Sony are collaborating to deliver Immersive Engineering for the industrial metaverse, combining Siemens’ NX software with Sony’s XR HMD (SRH-S1).
  • The XR HMD features high-definition 4K OLED Microdisplays, rendering technology for realistic 3D object rendering, and controllers optimized for interaction.
  • This collaboration aims to revolutionize mixed reality in engineering, supporting global collaboration and co-creation on 3D CAD data.
  • The industrial metaverse vision involves creating a virtual world for real-time collaboration to address challenges and drive innovation.
  • Siemens is making immersive technology more accessible to help solve real-world problems efficiently and sustainably.
  • Immersive technology facilitates product engineering, enabling designers and engineers to collaborate effectively and validate parts before manufacturing.
  • Siemens’ Immersive Engineering solutions include NX Immersive Explorer, NX Immersive Designer, and NX Immersive Collaborator.
  • NX Immersive Designer allows direct interaction with product prototypes and menus using Sony’s Ring and Pointer controllers.
  • The collaboration between Siemens and Sony introduces a new era in immersive product engineering, enhancing design processes with high fidelity and real-time interactions.
  • Immersive technology is revolutionizing how industries approach product design and engineering, offering a more interactive and collaborative environment.

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Global Fintech Series

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GroupFi Secures Seed Funding from Leading Web3 Investors and Announces Migration to TAN

  • GroupFi secures seed funding from top Web3 investors and migrates to TAN, reinforcing its vision for feeless, on-chain decentralized communication.
  • The seed funding round was backed by institutional investors including Blockwater and Funnyface, along with prominent OGs in the Web3 ecosystem.
  • GroupFi's migration to TAN aligns with its belief in a feeless network, enhancing scalability and providing a frictionless experience for users and developers.
  • GroupFi aims to reshape Web3 messaging by offering a feeless, on-chain chat solution for decentralized communication, DAOs, and NFT communities.

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Engadget

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Threads will finally let everyone change their default feed

  • Meta's Threads is allowing users to change their default feed in the app.
  • Users can choose the 'following' feed or a custom feed as the default view.
  • The change addresses criticism that the 'for you' feed prioritizes older posts over real-time events.
  • Threads has 320 million monthly active users, while Bluesky has about 33 million.

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Dailydesignernews

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Creative Ways to Use an Extra Screen with Your Laptop

  • An extra screen can be used as a digital drawing pad for artists, integrating with software like Adobe Photoshop, Illustrator, and Clip Studio Paint.
  • It can also serve as a dedicated screen for video-editing timelines, maximizing precision in cutting, trimming, and color grading.
  • Gamers can use it as a gaming HUD or stream monitoring display, tracking in-game stats, maps, and mission objectives, or as a monitoring hub for chat and stream settings.
  • An extra screen can improve productivity and efficiency for coding and development, as well as be used for music production and DJ setups.

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Towards Data Science

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R.E.D.: Scaling Text Classification with Expert Delegation

  • Text classification can be challenging, especially with a large number of input classes and limited training data.
  • The R.E.D. algorithm addresses the problem of semi-supervised learning in text classification.
  • R.E.D. utilizes the concept of Recursive Expert Delegation to improve text classification performance.
  • The approach involves active learning and human validation to enhance classifier outcomes.
  • R.E.D. simplifies the classification task by forming subsets of training labels for better classifier efficiency.
  • The algorithm focuses on pre-emptive classification and verification of samples to ensure accuracy.
  • Oversampling on noise is used as a measure to prevent misclassifications in the classifier.
  • Uncertainty sampling and information gain principles are employed to evaluate the classifier's performance.
  • R.E.D. leverages an LLM as a human validator, mimicking the Active Labelling process.
  • The algorithm has shown promising results in scaling up to 1,000 classes while maintaining high accuracy levels.

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Towards Data Science

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Algorithm Protection in the Context of Federated Learning 

  • The article discusses algorithm protection measures in the context of federated learning, focusing on three critical layers.
  • Two categories of protection measures have been identified after analyzing risks.
  • Consideration of qualitative and quantitative characteristics of mechanisms was emphasized for selecting suitable solutions.
  • Confidential Containers (CoCo) technology aims to protect algorithm code and data from hosting companies using various hardware technologies.
  • TEEs, such as CoCo, face security gaps that allow skilled administrators to bypass protection mechanisms, leading to ongoing security concerns.
  • Distroless container images reduce attack surfaces but do not protect algorithm code adequately.
  • Compiled languages like C, C++, and Rust provide better protection against reverse engineering than interpreted languages like Python.
  • Homomorphic Encryption (HE) is highlighted for securing data in federated learning but does not protect algorithms.
  • The article emphasizes the importance of hardware isolation for protecting algorithms.
  • Combining protection mechanisms like compilation, obfuscation, and encryption creates barriers against intellectual property theft.

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Towards Data Science

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Mastering the Poisson Distribution: Intuition and Foundations

  • The Poisson distribution is explored due to its relevance in scenarios involving binary choices that aggregate into counts, such as the behaviors in online marketplaces.
  • A concrete example of a seller listing items on a platform is used to illustrate the workings of the Poisson process.
  • The rate parameter (λ) in the Poisson distribution represents the average monthly listings, serving as both the expected value and variance.
  • Compared to other distributions like the Normal distribution, the Poisson distribution only requires one parameter, simplifying parametric inference.
  • The formula for the Poisson distribution's probability mass function (PMF) is defined, showing the relationship between observed count (k) and rate parameter (λ).
  • The integration of λᵏ, e^-λ, and k! in the Poisson distribution formula is explained, highlighting the correction for overcounting due to interchangeable events.
  • The Poisson process and Poisson distribution are distinguished, with the former being a continuous-time model of events occurring in intervals, while the latter describes probabilities for counts in an interval.
  • Extensions of the Poisson distribution are discussed, such as allowing the rate parameter to vary over time to accommodate changing intensities or heterogeneity among multiple processes.
  • The Negative Binomial distribution is introduced as a solution for overdispersion and heterogeneity in scenarios where the constant rate assumption of the Poisson distribution does not hold.
  • Increased flexibility in distribution modeling comes with challenges in parameter estimation and potential overfitting, impacting statistical power in inference.
  • While the Poisson distribution is useful for count data, it is essential to assess model assumptions and consider simpler approaches or Bayesian methods to address limitations and maintain statistical power.

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Insider

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Sam Altman says students should master AI tools the way his generation learned to code

  • Sam Altman suggests students focus on mastering AI tools in order to future-proof their careers as AI automation is already impacting coding.
  • According to Altman, companies are already automating over 50% of coding using AI and the trend is expected to continue.
  • Altman advises students to prioritize the 'meta ability to learn' and cultivate resilience and adaptability instead of focusing on specific skills.
  • Altman believes that as AI continues to advance, the role of software engineers may change, with each engineer doing more and faster job displacement occurring over time.

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Tech Radar

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Would you pay for better sound on YouTube? The video-sharing platform could soon let you control audio quality, but it'll cost you

  • YouTube is reportedly working on a feature that would allow users to control the audio quality of videos they watch.
  • The feature could have three different options: Normal, High, and Auto, depending on the user's preference and internet speed.
  • However, this audio quality control feature may only be available to YouTube Premium subscribers.
  • YouTube's focus on adding new features behind its Premium paywall aims to entice more users to subscribe to its paid service.

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