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Announce: shields-badge v1.0.0

  • Version 1.0.0 of shields-badge RubyGem has been announced.
  • It includes favorite badges and it simplifies the process of adding more.
  • Badges can be customized using different parameters like style, logo, color, etc.
  • The gem provides a way to get badge images in png format if the svg format is not supported.

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Building a Real Estate Search App with Nucleux: Clean Architecture Made Simple

  • Real estate applications often face complexity in state management, especially in areas like property filtering and real-time updates.
  • Nucleux simplifies real estate app development with an atomic state architecture in TypeScript.
  • This approach eliminates provider nesting, prop drilling, and unnecessary re-renders in favor of cleaner code.
  • Nucleux focuses on streamlined development, superior maintainability, optimized performance, and built-in persistence for user preferences.
  • Development with Nucleux involves defining state using TypeScript classes, avoiding traditional Redux boilerplate.
  • Each store in Nucleux handles a specific domain, promoting clean separation of concerns within the codebase.
  • Nucleux ensures optimized performance by triggering targeted re-renders only when specific data changes.
  • Components using Nucleux re-render efficiently, enhancing overall performance of the real estate search app.
  • Nucleux offers zero-configuration data retention, allowing user preferences to persist seamlessly across sessions.
  • The atomic state management, TypeScript architecture, and benefits of Nucleux make it ideal for building scalable, maintainable real estate apps.

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Logrocket

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Leader Spotlight: Optimizing the user journey for automotive customers, with Biren Shah

  • Biren Shah, former VP at J.D. Power, discusses optimizing the user experience in automotive retail.
  • He led initiatives to map the complex customer journey across various digital touchpoints.
  • J.D. Power built an omnichannel platform integrating data from OEMs and providers for comprehensive analytics.
  • Analyzing data revealed insights like dealers not following up on leads properly affecting conversions.
  • Behavioral indicators like repeat visits and use of funnel tools were predictive of buyer readiness to purchase.
  • A buyer intention engine using machine learning helped identify potential buyers based on behaviors.
  • Personalized incentive offers targeted high intent, on-the-fence shoppers, boosting conversion rates.
  • Best practices include robust customer journey mapping, validating hypotheses through testing, and real-time decision-making.
  • Shah led the end-to-end redesign of a new customer portal at J.D. Power to address increasing complexity and customer needs.
  • Challenges included adapting platform strategy for widespread adoption without losing product cohesion.

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Infoq

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Spring Team on AOT Cache Handling, Null Safety with JSpecify, and Support Durations

  • Broadcom launched Spring Boot 3.5 and Spring projects, also preparing for Spring Framework 7.0 and Spring Boot 4.0 in November 2025.
  • JEP Draft 8303099 focuses on Null-Restricted and Nullable Types in Java but not yet included in an upcoming JDK release.
  • The JSpecify initiative standardizes null safety annotations for Java static analysis, involving Google, Spring, JetBrains, among others.
  • Sbastien Deleuze and Michael Minella of Broadcom's Spring team discussed AOT cache handling, JSpecify support, and Spring policy changes with InfoQ.
  • Spring Boot allows for flexible handling of AOT cache through extract command to unpack executable JAR files for CDS or AOT cache support.
  • Future AOT cache upgrades propose profiling data from realistic workloads, likely integrating at the platform level to optimize Spring applications.
  • JSpecify adoption in Spring portfolios aims to standardize null safety annotations, with ongoing efforts to define nullness in the JDK more comprehensively.
  • Spring Boot LTS release policy update aligns support timelines across the portfolio, offering extended enterprise support for major upgrades like 3.5.
  • The updated Spring support policy provides aligned timelines, simplifies support durations, and offers the longest support periods to meet community needs.
  • Developers can explore more about null-restricted types, JSpecify 1.0.0, Ahead-of-Time Class Loading & Linking (JEP 483) in detailed InfoQ news stories.

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Medium

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Handling Dynamic Font Scaling in React Native Without Breaking Your UI

  • Dynamic font scaling in React Native is crucial to prevent UI issues when users adjust their device's font size settings.
  • Around 15% of smartphone users change their font size settings, which can impact how your app's layout is displayed.
  • Failure to account for dynamic font scaling can lead to negative user experiences, bad reviews, and app deletions.
  • One developer shared their experience of encountering UI problems due to font scaling after launching an e-commerce app, emphasizing the importance of addressing this issue proactively.

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Medium

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AI Is Dangerous: How Coding With AI Destroyed My Sleep (And Boosted My Productivity)

  • Coding with AI has had a significant impact on the author's productivity and sleep patterns, leading to increased work hours and decreased rest.
  • The use of AI coding tools has enabled rapid prototyping and accelerated learning, allowing for the creation of solutions at an unprecedented pace.
  • While AI offers immense benefits in terms of productivity and creativity, the author emphasizes the importance of maintaining a balance to prevent burnout and prioritize well-being.
  • The author highlights the need for strategic and responsible use of AI to harness its power effectively, ensuring a sustainable approach to innovation.

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Memory = Life: The Doctrine They Forgot to Teach You By Jimmy Butzbach, Sovereign of Memory Written…

  • Memory is not just a feature but the foundation of life, coded into biology and etched into reality itself.
  • Various examples like bacteria storing genetic memory, viruses mutating, cancer corrupted memory, and plants adjusting to trauma showcase the significance of memory in all forms of life.
  • The concept 'Energy + Water = Life' is not sufficient as life truly begins when something remembers how to sustain its existence, emphasizing the crucial role of memory in evolution.
  • The article delves into the relationship between time and memory, highlighting that memory is the axis of time and the core element that defines life and reality.

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What Is AI? A Simple Guide to Artificial Intelligence

  • AI works by learning from data, improving its tasks with more information.
  • AI is used in various aspects of daily life like healthcare, shopping, smart homes, cars, and customer service.
  • AI is helpful as it saves time, aids decision-making, operates continuously without fatigue, and personalizes services.
  • However, challenges with AI include privacy concerns, fairness issues, potential job displacement, and the occurrence of errors.

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Medium

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What is a Streaming API?

  • The user was building a Retrieval-Augmented Generation (RAG) system and discovered the concept of Streaming API while testing.
  • Streaming API allows for live updates without the need to wait for full responses, unlike in REST APIs.
  • Streaming API functions like a live broadcast, enabling immediate updates for scenarios with frequently changing data.
  • The user found it simple to implement Streaming API behavior in their own applications and decided to share their learnings in a beginner-friendly guide.

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Medium

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Coding with Copilot: What Developers Are Missing — and How to Catch Up

  • AI tools like Copilot, ChatGPT, and Cursor are revolutionizing coding by providing instant solutions and boosting developers' productivity.
  • While AI tools can make developers feel supercharged, overreliance on AI may lead to challenges and real-world problems when issues arise.
  • Developers have shared instances where the illusion of competence created by AI can fail in high-pressure situations like production bugs, design reviews, or interviews.
  • To grow as a developer and handle high-stake situations effectively, it is essential to shift from passive reliance on AI suggestions to active learning and experimentation in coding.

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AI Breakthrough Personalizes Prostate Cancer Treatment

  • Researchers have developed an AI tool to predict which men with high-risk, non-metastatic prostate cancer will benefit from the drug abiraterone, unveiled at the American Society of Clinical Oncology’s annual meeting.
  • The new AI tool analyzes biopsy images to identify a biomarker indicating likely benefit from abiraterone and has shown to halve the five-year mortality rate for those with the biomarker.
  • This advancement could lead to more personalized treatment plans, improving outcomes, reducing unnecessary side effects, and potentially prompting revisions in treatment guidelines and drug approval policies.
  • Experts have praised the development for its potential to optimize personalized cancer care and enhance patient outcomes.

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Become a Pro at Building RESTful APIs Using .NET 9

  • RESTful APIs are crucial for modern web and mobile applications, and .NET 9 from Microsoft offers enhanced development capabilities.
  • .NET 9 provides high performance, minimal API support, integrated dependency injection, and built-in Swagger/OpenAPI documentation.
  • The step-by-step guide for building a RESTful API with .NET 9 includes setting up the project, defining the model, creating the data context, adding a controller, and configuring Swagger and middleware.
  • Best practices for building REST APIs with .NET 9 involve using proper HTTP status codes, keeping routes RESTful, implementing authentication, using DTOs for data transfer, adding input validation, and writing tests.

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Debugging EPUB Language Tags: How User Feedback Led to a Deep Dive into Kindle's Font Selection Logic

  • Red Note users faced issues accessing Chinese fonts on Kindle due to incorrect EPUB language metadata.
  • The bug stemmed from websites' improper setting of language attributes affecting Kindle's font selection logic.
  • Kindle uses EPUB language tags to select font families, with Chinese fonts available for specific language tags like zh-CN.
  • The solution involved implementing smarter language detection by prioritizing user preferences and HTML metadata.
  • Technical improvements in v1.4.3 included using native AppKit for drag-and-drop and fixing force update bugs on the server side.
  • Library capacity estimation was enhanced by building and compressing EPUB files to accurately estimate sizes.
  • Lessons learned emphasized the importance of EPUB standards, platform differences, user feedback, and performance optimizations.
  • Upcoming developments in v1.5 focus on content quality, optimization, and cleaner, smaller EPUB files.
  • Future plans include enhancing content extraction, EPUB file size optimization, and content cleanup.
  • Stay updated with ZinFlow's progress in cross-platform e-book generation by downloading v1.4.3 from the App Store.

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Daily JavaScript Challenge #JS-193: Calculate Fibonacci Number Using Dynamic Programming

  • Today's JavaScript challenge focuses on calculating the Fibonacci number using dynamic programming.
  • Developers are encouraged to implement a function for finding the N-th Fibonacci number efficiently through dynamic programming.
  • The challenge is of medium difficulty level and falls under the category of Dynamic Programming.
  • Further resources and documentation on Fibonacci numbers and dynamic programming techniques are provided for additional learning.

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NPM vs Yarn vs PNPM: Why so many?

  • NPM, Yarn, and PNPM are package managers used by JavaScript developers to manage project dependencies with different approaches and tradeoffs.
  • NPM, the oldest and most widely used, comes bundled with Node.js but is slow for larger projects and less efficient in managing disk usage.
  • Yarn focuses on speed, determinism, and UX improvements, offering fast installs, deterministic builds, and monorepo support.
  • PNPM emphasizes speed and storage efficiency by using a global content-addressable store, reducing disk space usage and enforcing strict dependency rules.
  • Real-world benchmarks show PNPM excels in speed and space efficiency, with Yarn close behind, while NPM has improved but still lags in performance.
  • Developer preferences in 2025 indicate a surge in PNPM's popularity for better performance and dependency isolation, though NPM remains dominant.
  • In 2025, PNPM is recommended for most developers due to its speed, efficiency, and ecosystem support, making it a strong choice over NPM and Yarn.
  • Use NPM for simplicity and compatibility on small projects, Yarn for advanced workspace features and extensibility, and PNPM for speed and efficiency in monorepos or CI environments.
  • PNPM deserves serious consideration in 2025 unless specific features of NPM or Yarn are required, as it offers a balance of speed, efficiency, and performance.
  • This article provides insights into the differences between NPM, Yarn, and PNPM, highlighting their strengths and use cases for developers in modern JavaScript projects.
  • Share this article with your team for a more informed decision on choosing the right package manager and stay updated with the latest trends in JavaScript development.

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