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Coding Against the Odds: Challenges Facing Africa’s Next-Gen Developers & Practical Fixes.

  • Young African programmers face challenges like limited access to learning resources, high cost of internet and devices, lack of mentorship, limited job opportunities, power outages, and lack of localized content.
  • Possible remedies include government and private sector support, online and offline learning communities, mentorship programs, freelancing and remote work opportunities, improving infrastructure, and creating localized learning content.
  • Despite obstacles, young African programmers are overcoming challenges with resilience and community support. Investment in infrastructure, affordable internet, and mentorship can help Africa become a global tech powerhouse.

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Spring Boot & Microservices Masterclass 🔥 All-in-One 4 Hour Full Course | Step-by-Step Guide

  • Ultimate beginner-to-advanced masterclass on Spring Boot & Microservices is now available after months of efforts.
  • Course includes Microservices Architecture Explanation, REST API Creation, User & Fund Microservices setup, REST Template & WebClient Communication, Eureka Service Registry, Resilience4j Circuit Breaker, Centralized Configuration with Spring Cloud Config, Caching with Spring Boot + Redis Cache Integration, and more.
  • Targeted audience: Java Developers, Backend Engineers, and Students aiming for Product-Based Companies.
  • For more details and to watch the course, visit: https://lnkd.in/g8D2gWxb

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10 Must-Have Tools to Supercharge Your Linux Workflow (Including a Zen Bash Toolkit You’ve Never…

  • This post introduces 10 powerful tools and enhancements to improve your Linux workflow and boost productivity.
  • Tools like Tilda and Guake provide drop-down terminals for quick access, fzf allows lightning-speed searching, and htop offers real-time process views.
  • rg is a faster alternative to grep, tmux enables terminal splitting, bat enhances file previews, and ncdu helps free up disk space.
  • Monk Bash Kit is a unique, handcrafted toolkit designed for the terminal, offering clarity and productivity for just 5 USDT.

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“The Code You Never Chose” — “Born Free, Programmed Fast”

  • From the moment you were born, your mind was open to external influences, shaping your beliefs and perceptions without your choice.
  • The societal programming ingrained in you from childhood restricted your ability to think freely and question the norms imposed by authority figures.
  • Repetition, emotion, and authority were used to install beliefs that now dictate your choices and actions, keeping you confined within invisible walls of limitation.
  • However, there is a possibility to break free from this programmed mindset by questioning inherited beliefs, unlearning false truths, and taking control to rewrite your own narrative.

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Modernizing Legacy Java: A Practical Guide to Migrating to Java 17/21+

  • The article emphasizes the importance of migrating to modern Java versions for security, performance, and support benefits.
  • It addresses common challenges faced during legacy system maintenance, such as outdated dependencies and lack of modularity.
  • Readers are provided with a practical roadmap and best practices for migrating legacy Java systems.
  • The guide stresses the significance of long-term maintainability and future-proofing Java applications.
  • Prior to migration, assessing the current Java environment and documenting coding practices are recommended.
  • Having a clear migration plan is crucial to avoid delays and unexpected issues during the process.
  • Choosing Java 17 or 21 LTS versions is recommended, and gradual upgrades from older versions are suggested for larger codebases.
  • Strategies like the strangler pattern and identifying potential blockers help in a smooth transition.
  • Preparing the codebase through modernizing tools, updating plugins, and addressing outdated APIs is advised.
  • Enhancing testing practices, integrating tests into CI/CD pipelines, and using static code analysis tools help ensure a successful migration.

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Building Solo: Errors

  • When developing alone, implementing error handling can be challenging, especially with separate backend and frontend setups.
  • Having a clear plan for error management can make it convenient for both the backend and frontend.
  • Implementing an enum on the backend to indicate error types can simplify error handling without relying solely on status codes or messages.
  • FastAPI allows for a structured error architecture using exception handlers to manage various error types.
  • Mapping error types to specific classes with messages and information can enhance error handling and reduce boilerplate code.
  • On the frontend (NextJS), defining error types and using classes to handle errors can streamline the error processing from the backend.
  • Errors are categorized as common or action-based, allowing users to take appropriate actions for different error scenarios.
  • Error types are mapped to corresponding UI classes using a factory pattern for efficient error handling and presentation.
  • The error-handling architecture offers a good balance between structure, flexibility, and user experience for solo developers or small teams.
  • Pros include clear error typing, frontend ownership of UX, extensibility with OOP, and centralized backend handling.

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💼 How to Get Hired as a Front-End Developer (Beginner’s Guide with React & Next.js)

  • Breaking into front-end development is easier than ever, especially with the demand for skilled React and Next.js developers.
  • Key areas to focus on for beginners include core skills like HTML, CSS, JavaScript, React.js, Next.js, and understanding UI/UX principles.
  • Additionally, exploring tools like Tailwind CSS, React Router, state management options, and deployment platforms like Vercel and Netlify is crucial.
  • Building a strong portfolio with projects like a blog with Next.js, a to-do app using React Hooks, and a portfolio site deployed on Vercel is essential for landing remote roles.

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Javacodegeeks

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Secure Your GitHub Actions Pipelines: Prevent Secret Leaks and Token Abuse

  • Security Alert: Over 10% of public repositories expose secrets in GitHub Actions logs.
  • Misconfigured GitHub Actions workflows can lead to exposure of cloud provider credentials, API keys, database connection strings, and private registry credentials.
  • Recommendations include replacing long-lived secrets with OIDC tokens, implementing secret scanning, hardening GITHUB_TOKEN permissions, addressing third-party action security, and setting up audit and monitoring practices.
  • Securing GitHub Actions involves a defense-in-depth strategy to mitigate the risk of credential leaks and pipeline compromise, emphasizing the importance of treating CI/CD pipelines with robust security measures.

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Medium

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Design Fundamentals for Developers - 5 Tips that Help You Pretend You Know What You’re Doing.

  • Functionality, readability, and accessibility should always be the top priorities in design.
  • Prioritize usable design over just beauty, avoid confusion, and focus on helping users accomplish tasks quickly.
  • Design in parts by starting with layouts, then move to individual sections, and finally focus on components. Deploy sections as they are ready.
  • Stick to one primary action per page, section, or component, make it stand out, and consider user tracking to understand usage patterns.

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Creating Thumbnail Images in Swift using UIKit

  • Creating thumbnail images is a great way to improve performance in iOS apps—especially when working with UITableView or UICollectionView.
  • Benefits of using thumbnail images include better performance, improved user experience by keeping the UI smooth and responsive, and reduced app size and bandwidth.
  • A simple function in Swift using UIKit can create a thumbnail from a UIImage while maintaining the aspect ratio and compressing the result.
  • The provided code snippet demonstrates how to create thumbnail images efficiently in Swift using UIKit, ensuring optimized display and utilization of images in iOS apps.

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RBAC vs ABAC: Picking Your Access Control Fighter

  • RBAC (Role-Based Access Control) and ABAC (Attribute-Based Access Control) are two different access control strategies that organizations can choose from.
  • RBAC assigns permissions to roles and users gain access through these assigned roles, ideal for simpler and fixed organizational structures.
  • ABAC determines access based on evaluating multiple attributes such as user details, resource being accessed, action being taken, and environmental factors.
  • Choosing between RBAC and ABAC depends on the complexity of access requirements and organizational structure, with hybrid models increasingly being used for best results.

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Prompting a Classic Snake Game using Amazon Q

  • A developer recreated the classic Snake game using Amazon Q CLI, Amazon's AI-powered coding assistant.
  • Amazon Q CLI is an AI coding assistant that helps build applications through natural language conversations.
  • The developer's journey included starting with basic prompts to create the game and refining it through conversation.
  • Key features implemented in the Snake game include smooth movement, food system, score tracking, game over screen, and more.

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Your model isn’t lying. It’s just silently learning from data you haven’t fully understood.

  • The article highlights the importance of data quality in machine learning models, emphasizing that most failures stem from data issues rather than architectural flaws.
  • The author discusses common data misalignment problems like incorrect annotations, class imbalances, and bounding box errors that often go unnoticed but severely impact model performance.
  • The Yololint tool is introduced as a solution to help ML practitioners critically evaluate their datasets before training, by checking directory structures, annotation consistency, class frequencies, bounding box validity, and more.
  • Yololint aims to make invisible data quality issues visible to prevent them from compromising the accuracy and reliability of machine learning models.

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My Journey into Linux: Why Every IT Student Should Try It

  • The author shares their journey from using Windows to trying Linux as an IT student.
  • They started with Ubuntu, a beginner-friendly Linux distribution, and found it to be a refreshing learning experience.
  • Using Linux helped them gain a deeper understanding of computing concepts and command line operations.
  • The author encourages IT students to explore Linux as it can enhance problem-solving skills and provide a sense of control and confidence.

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Why Learning to Code in 2025 Feels Like Cheating

  • The new generation of self-proclaimed developers rely heavily on AI tools like Cursor, Copilot, and ChatGPT for coding, rather than developing true computer science skills.
  • AI is being used as a crutch rather than a power tool, as these developers struggle with basic tasks like debugging without external assistance.
  • The emphasis is on learning how to structure and plan code, solving actual problems, rather than just relying on AI to assemble code snippets.
  • Ultimately, the decision lies in whether these developers will choose to depend solely on AI or build their coding skills to succeed when faced with real challenges.

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