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Installing Python dependencies in AWS Lambda: easy pip guide

  • AWS Lambda lacks built-in dependency management.
  • Method 1: Installing a pip package inside the Lambda function.
  • Method 2: Creating Lambda layers.
  • Considerations and limitations of both methods.

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Mastering Structured Logging in Go: A Developer's Guide to Better Observability

  • Structured logging in Golang provides critical observability for applications, moving beyond traditional text-based logs to searchable JSON objects with consistent fields.
  • Popular logging libraries in Go include Zap, Zerolog, Logrus, and slog, each offering unique strengths.
  • Setting up a Zap logger in Go involves configuring the logger based on the environment.
  • Creating a logger wrapper ensures consistent log structure and simplifies logging usage in applications.
  • Context propagation for request tracing in distributed systems helps track requests through various application components.
  • In microservices, adding service-specific fields like service name and version enhances troubleshooting across services.
  • Integrating middleware for request logging automates logging of HTTP requests and aids in traceability.
  • Advanced Zap configuration allows fine-tuning for production needs, including log sampling and adding stack traces to error logs.
  • Integrating with third-party systems like ELK or cloud providers involves adding cloud-specific fields to facilitate filtering and tracing in distributed environments.
  • Logging best practices include focusing on actionable information, using consistent field names, choosing appropriate log levels, including context data, and handling sensitive data securely.
  • Performance considerations for logging include avoiding expensive serialization, choosing the right logger for performance, implementing sampling and async logging, and benchmarking logging impact on application performance.

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Medium

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XFI Foundation – Driving Innovation Through Community and Collaboration

  • The XFI Foundation serves as the backbone of the CrossFi ecosystem, offering resources and incentives to developers and projects that contribute to the platform's growth.
  • It operates as a bridge between the technical and user communities, aligning the needs of developers, investors, and users to create an environment for blockchain technology to thrive.
  • The foundation's grant program supports developers aligning with CrossFi's goals, fostering creativity and innovation in projects within the ecosystem.
  • Incentives like access to CrossFi's blockchain and tools encourage developers to create decentralized applications using advanced technology.
  • Organizing hackathons is a key strategy of the XFI Foundation to drive collaboration and innovation within the CrossFi ecosystem.
  • The foundation engages with the community through educational outreach programs, providing resources to understand blockchain technology and utilize the CrossFi platform effectively.
  • By fostering partnerships with other blockchain platforms and organizations, the XFI Foundation expands the CrossFi ecosystem's capabilities and reach.
  • Transparency, accountability, and long-term sustainability are focal points for the foundation, ensuring the ecosystem evolves alongside industry trends.
  • Investment in educational outreach simplifies blockchain concepts, making them approachable for new users and cultivating adoption within the ecosystem.
  • Community engagement through events like hackathons and meetups strengthens connections, showcases advancements, and fosters a sense of community pride.

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5 TestContainers Strategies That Revolutionize Java Integration Testing

  • Testing is crucial in software development, especially for complex systems, and TestContainers revolutionizes Java integration testing by providing lightweight, disposable containers for various services using Docker.
  • TestContainers dynamically creates isolated environments mimicking production dependencies, offering advantages like running tests against real services, isolated and reproducible environments, and automatic cleanup after testing.
  • Strategies like creating reproducible test environments by defining container configurations in code ensure consistency across different setups and facilitate pre-populating databases for testing.
  • Composing containers for testing microservice and service interactions using shared networks or specific configurations helps simulate realistic service interactions and ensures all components work together.
  • Specialized modules in TestContainers for databases, message brokers, and web applications simplify testing specific technologies by providing optimized configurations and methods.
  • Optimizing test execution time with strategies like container reuse, disabling cleanup in CI environments, and parallel test execution ensures efficient testing without sacrificing coverage.
  • Advanced testing scenarios like data migration testing, fault tolerance testing, and performance testing using TestContainers help verify complex scenarios and build resilient systems.
  • While TestContainers offers significant benefits, practical considerations like Docker setup, slower tests than mocks, resource usage, and CI environment configurations should be taken into account.
  • Implementing the outlined strategies in projects can lead to more effective integration testing, early issue detection, and increased confidence in application behavior when interacting with real-world dependencies.

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We build HMPL to help developers make web apps smaller in size

  • HMPL is a template language that allows developers to describe API paths directly in HTML markup.
  • A gallery application utilizing HMPL was created to showcase dynamic content delivery on the server.
  • Comparing the code sizes of two applications with the same UI, HMPL proves to help make web apps smaller.
  • HMPL is available for installation via the Node Package Manager (npm) or can be included through a Content Delivery Network (CDN).

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How Developers Use These Sneaky Loopholes to Rip You Off

  • Developers often use sneaky loopholes to take advantage of inattentive clients and those who are not knowledgeable in technical matters.
  • One example is contractors setting preliminary deadlines but reserving the right to unilaterally extend the development timelines, leaving clients potentially waiting for over a year instead of the agreed-upon month.
  • To avoid falling into such traps, clients can set strict time frames and include clauses that consider delays caused by the client in the total work period.
  • It is crucial for clients to fully understand the terms and conditions before signing any contract and seek legal advice if necessary.

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SapFix: Inside Facebook’s Groundbreaking AI That Automatically Fixs Bugs in Millions of Lines of…

  • Facebook (now Meta) has deployed SapFix, an automated bug fixing system.
  • SapFix is an end-to-end deployment of automated bug fixing, from crash detection to proposed patches.
  • It is designed to fix various types of software bugs and reduce the cost of software development.
  • SapFix marks a significant advancement in the future of software development.

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Google Brings Android Development In-House In Major Shift

  • Google has confirmed it will be taking the development of Android entirely in-house, which is a significant change for the open-source mobile operating system.
  • Key components of Android that were previously developed in public on the Android Open Source Project (AOSP) branch will now be developed on Google's internal branch.
  • This change is aimed at streamlining development by eliminating the need for Google to merge the AOSP and internal branches for each final release.
  • The shift has raised concerns about technological fragmentation and the development of competing operating systems, such as Huawei's HarmonyOS.

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PlanetPython

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Talk Python to Me: #499: BeeWare and the State of Python on Mobile

  • This episode is all about Beeware, a project working towards true native apps built on Python, especially for iOS and Android.
  • The progress of Beeware is now reaching critical mass, offering support for iOS and Android in CPython.
  • The discussion in this episode includes the Toga GUI toolkit, app building and shipping using Briefcase, and more.
  • BeeWare opens up the entire mobile ecosystem for Python developers, offering immense possibilities and opportunities.

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Python Bytes: #426 Committing to Formatted Markdown

  • mdformat is an opinionated Markdown formatter that can be used to enforce a consistent style in Markdown files.
  • pre-commit-uv allows you to create virtual environments and install packages for pre-commit.
  • PEP 758 has been accepted and allows except and except* expressions without parentheses.
  • Serie provides a rich git log --graph experience in the terminal.

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RentFi: Revolutionizing Real Estate Investment with Blockchain Technology

  • RentFi is revolutionizing real estate investment with blockchain technology.
  • RentFi focuses on properties across North America, Latin America, and Europe to provide investors with exposure to multiple real estate markets.
  • The platform leverages blockchain technology through the use of RENT tokens, which offer streamlined and efficient investment opportunities.
  • RentFi stands out by providing a more liquid and accessible option for investors, while eliminating the inefficiencies of traditional real estate transactions.

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Exploring the Influence of OpenAI's GPT-03 Mini on Technology

  • OpenAI's GPT-O3 Mini is a compact and powerful AI model that is reshaping the way businesses and individuals interact with AI technology.
  • The GPT-O3 Mini delivers impressive performance in a smaller form factor, making advanced AI accessible to more users.
  • It seamlessly integrates with existing systems, offers enterprise-grade performance, and is suitable for testing and edge computing applications.
  • The GPT-O3 Mini contributes to cost reduction, lower carbon footprint, and is transforming industries such as healthcare, education, e-commerce, and content creation.

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SRM University of Innovation & Technology

  • SRM University collaborates with Tek play to provide interactive, gamified classes for high school students.
  • SRM University emphasizes research and global leadership to prepare students for competing in the world.
  • Collaboration between educational institutions like SRM offers a variety of learning resources to students.
  • Artificial intelligence plays a crucial role in connecting academic institutions and schools, improving accessibility and efficacy in education.

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What happens when you start learning to Code

  • Learning to code enhances communication skills and teaches clear, precise thinking.
  • Coding improves logical reasoning and organization, helping with critical thinking and systematic thought process.
  • Coding teaches responsibility and humility, encouraging ownership, embracing mistakes as learning opportunities, and building discipline.
  • Coding prepares individuals for challenges in personal and professional life, contributing to personal growth and development.

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10 Tips to Help You Write the Best AI Prompts

  • Artificial Intelligence (AI) has revolutionized the way we interact with technology.
  • In this detailed guide, we will explore 10 essential tips that will help you write the best AI prompts.
  • By mastering these techniques, you’ll be able to unlock the full potential of AI and get the best possible results from your AI interactions.
  • Happy prompting!

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