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Dev

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How to Upload Multiple Images in a Laravel API (Step-by-Step)

  • Update request validation in your TaskController to allow users to upload multiple images with specified formats and size.
  • Create a database table 'task_attachments' to store attachments related to tasks using a migration file.
  • Define relationships in Task and TaskAttachment models to manage the attachments associated with tasks.
  • Implement the logic in the store() method to save the uploaded files, generate URL links for the attachments, and return them in the API response for display.

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Understanding Flyte's Dynamic Workflows: How They Power Scalable ML Pipelines

  • Flyte Workflows define pipelines as Directed Acyclic Graphs (DAGs), ensuring efficient compute but requiring new DAG executions from the beginning or intermediate points.
  • Flyte's workflow lifecycle involves compile time (serialization, packaging, uploading) and run time, focusing on speed and efficiency by using Promises instead of direct evaluation.
  • Tasks and workflows differ in evaluation timings, with workflows structured at registration time and tasks lazily evaluated at compile and executed at run time.
  • Dynamic workflows in Flyte combine task and workflow features, building DAG structures at runtime and returning Promise objects for async evaluation.
  • An example in the article showcases dynamic workflow usage for ML tasks, combining data preprocessing, model training, and hyperparameter tuning efficiently.
  • Dynamic workflows offer flexibility by lazily evaluating inputs and enable dynamic runtime input definitions, ideal for scenarios like hyperparameter optimization.
  • A combination of dynamic workflows and MapTasks can enhance parallel processing, as illustrated in the transformed ML pipeline example presented.
  • The article highlights the speed benefits of parallel processing in dynamic workflows, achieving a 20% faster execution compared to traditional methods.
  • Flyte's Dynamic Workflows provide dynamism for user-defined inputs at runtime, catering to modern use cases like LLMs and offering both flexibility and efficiency.
  • For more information on Flyte Dynamic Workflows, refer to the official documentation or engage with the Flyte community on Slack.

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Using JavaScriptExecutor in Selenium: Unlocking Advanced Web Interactions

  • Selenium WebDriver allows basic to advanced actions on web pages, but JavaScriptExecutor is used for interacting with complex web elements.
  • JavaScriptExecutor in Selenium facilitates executing JavaScript code to interact with the web page beyond standard WebDriver methods.
  • Methods like executeScript() and executeAsyncScript() enable running JavaScript commands and handling asynchronous operations in Selenium.
  • JavaScriptExecutor is crucial for scenarios like scrolling, interacting with non-interactable elements, handling mouse events, and DOM manipulation.
  • Selenium interacts with the browser's JavaScript engine through JavaScriptExecutor for executing JavaScript commands.
  • Commands like clicking a button, scrolling, setting text, refreshing the page, etc., can be simulated using JavaScriptExecutor in Selenium.
  • Example usage includes clicking a button, scrolling to elements, handling alerts, navigating URLs, and more, showcasing the versatility of JavaScriptExecutor.
  • JavaScriptExecutor is essential for scenarios where standard WebDriver methods are insufficient, making Selenium testing more robust and adaptable.
  • Combining Selenium WebDriver with JavaScriptExecutor enhances automation capabilities by handling complex web interactions seamlessly.
  • Implementing JavaScriptExecutor in Selenium provides a way to overcome limitations and execute dynamic JavaScript commands for comprehensive web testing.

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Understanding compareTo() in Java: A Beginner's Guide

  • The compareTo() method in Java is essential for comparing values, especially strings and objects, to determine their order in sorting operations.
  • It compares two objects based on certain criteria and returns an integer result indicating whether one is greater, equal, or less than the other.
  • Using compareTo() provides a more accurate comparison than basic operators like == or <, especially for complex data types, ensuring reliable sorting and filtering.
  • Java String format complements compareTo() by helping to present comparison results clearly and professionally, enhancing the output readability for developers and users.

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Medium

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Builders Are Choosing Enso: The Future of DeFi Development.

  • Enso is a shortcut engine designed for Web3 builders, abstracting away DeFi complexity so developers can focus on building.
  • Enso offers modular shortcuts for token swaps, DeFi routing, asset management, treasury tools, smart contract interactions, and more.
  • Since its launch, developers have processed over $13B through Enso, showcasing its popularity and impact.
  • Enso has enabled teams like Onplug, Glider, and Merkl x ZKsync Ignite to streamline integration processes, automate tasks, and focus on innovation in Web3 development.

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Javacodegeeks

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[DEALS] The Premium Python Programming PCEP Certification Prep Bundle (67% off) & Other Deals Up To 98% Off – Offers End Soon!

  • Fresh offers available on Deals store
  • The Premium Python Programming PCEP Certification Prep Bundle at 67% off ending soon
  • Various discounts up to 98% off on different subscriptions and bundles
  • Opportunity to develop skillset and subscribe to the newsletter for free eBooks

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Medium

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Why devs are quitting aws and what they’re choosing instead

  • As AWS becomes more complex and expensive, developers are exploring alternative platforms for cloud infrastructure in 2025.
  • The shift away from AWS is not just about cost but also about reducing the mental overhead and complexity for developers.
  • Developers are finding platforms like Railway, Render, and Fly.io more appealing due to their simplicity and ease of deployment.
  • The indie-friendly cloud scene offers functional, affordable, and developer-friendly alternatives to AWS.
  • Platforms like Vercel, Supabase, and Cloudflare are being chosen by developers looking for a faster and saner way to ship software.
  • While AWS is powerful and reliable, it may not be the right choice for indie devs, startups, or solo engineers who prioritize ease of use.
  • Devs are shifting towards platforms that reduce friction and allow them to focus on building rather than dealing with infrastructure complexities.
  • Migrating away from AWS can be done gradually, without the need for a complete overhaul, using tools that simplify deployment processes.
  • Choosing the right platform that aligns with your project requirements and reduces unnecessary complexity is crucial for developers.
  • The growing trend towards indie-friendly cloud platforms signifies a shift towards clarity, speed, and peace of mind for developers.

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Medium

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Tech Isn’t Confusing—You’re Just Missing the Map.

  • The tech world offers various pathways like becoming a Java Developer, building websites, or working with JavaScript and Node.js.
  • To gain clarity in tech, start by identifying your initial fascination with technology, determining your favorite aspect of programming, and connecting your interests and skills.
  • Mark Zuckerberg's journey with Facebook exemplifies the evolution of a tech stack from simple tools like PHP to more advanced ones like React and GraphQL.
  • Clarity in tech is achieved through effort, reflection, and a willingness to adapt, emphasizing the importance of continuously refining one's path.

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Adoption of the Model Context Protocol Within the Java Ecosystem

  • The Java MCP Server Configuration Generator, created by Max Rydahl Andersen, allows developers to run Model Context Protocol (MCP) servers with JBang.
  • Model Context Protocol (MCP), introduced in 2024, is an open standard for providing context to Large Language Models (LLMs).
  • Companies like OpenAI, Google, and GitHub have announced support for MCP, enabling developers to integrate tools with LLMs.
  • Java frameworks like LangChain4j, Quarkus, Spring AI, Model Context Protocol SDK, and JBang have recently announced support for the MCP.

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Save Hours Managing Ghost with These Python Scripts

  • A blog owner running a self-hosted Ghost instance encountered limitations in the Ghost Admin interface that made management inefficient and error-prone.
  • To address the challenges, they developed three Python scripts utilizing the Ghost Admin API with JWT authentication, providing a more efficient and streamlined approach.
  • The scripts enable programmatically managing content, such as updating posts based on specific criteria like visibility and membership tiers, and searching for posts by title.
  • This approach saved significant time and offered more control over the content management process, emphasizing the ease of combining Ghost's API capabilities with the power of Python.

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Dev

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Top 5 JavaScript Unit Testing Frameworks

  • Unit testing frameworks in JavaScript facilitate the testing of small code units to ensure functionality and detect errors early.
  • Benefits include error detection, improved code quality, faster development, and refactoring confidence.
  • Popular frameworks like Jest, Mocha, Jasmine, Ava, and QUnit offer unique features for different testing needs.
  • Jest, favored for React apps, provides zero configuration, snapshot testing, built-in mocking, and parallel test execution.
  • Mocha, known for flexibility, supports various assertion libraries and asynchronous testing for Node.js apps.
  • Jasmine, a behavior-driven framework, offers BDD syntax, built-in spies, mocks, and stubs, and supports asynchronous testing.
  • Ava is a minimalistic test runner focusing on speed, concurrent testing, promise-based operations, and isolated test environments.
  • QUnit, simple and lightweight, suits jQuery projects, asynchronous testing, organized test suites, and plugin support.
  • Choosing the right framework depends on project nature, tools, and test requirements; Jest, Mocha, Jasmine, Ava, or QUnit may be suitable.
  • By incorporating unit testing frameworks, developers automate testing, catch bugs early, and improve code quality and reliability.

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Behind the Build: Portfolio Process

  • Building a portfolio is about showcasing skills and ensuring seamless functionality using tools like Vite, Tailwind CSS, and TypeScript.
  • Key goals included speed, SEO optimization, minimalist design, and scalable code.
  • Tools like Vite, TypeScript, Tailwind CSS, PostCSS, and ESLint were chosen for fast development, code quality, custom design, CSS enhancements, and clean code, respectively.
  • SEO optimization involved semantic HTML, optimized assets, responsive design, and clean URL structure for user-friendly and search engine-friendly websites.

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Medium

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Cursor is Amazing! But…

  • A social game was built to test Cursor's capabilities where players had to give wrong answers while staying on topic.
  • Challenges were faced such as difficulty in understanding code connections, bugs arising during fixes, and creating unnecessarily complicated logic.
  • Issues included Cursor miscounting final answers, generating repetitive questions, and reusing existing logic instead of innovating.
  • Utilizing Cursor Rules can help manage AI suggestions and mitigate challenges in coding projects, despite some limitations in AI-driven coding assistants.

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Quick Guide — Adding User Authentication to Your Streamlit App

  • Streamlit makes it easy to turn a Python script into a web app, but you need user authentication for ongoing usage.
  • Three approaches to authentication: Open ID Connect (OIDC), Streamlit Authenticator, and Squadbase.
  • OIDC delegates login to identity providers, Streamlit Authenticator provides in-code login, and Squadbase offers hosting with built-in auth.
  • Decide based on existing SSO, simplicity vs. features needed, or hosting preferences. Check the full article for detailed code and analysis.

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Insider

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Coding isn't dead, but how it's taught needs to change, says Google DeepMind research scientist

  • Stefania Druga, a research scientist at Google DeepMind and creator of AI education platform Cognimates, advocates for early AI literacy in children to promote healthy tech relationships through 'co-creation.' Druga emphasizes that coding and AI skills will remain relevant, but the approach to teaching them needs a revamp.
  • Druga aims to steer kids towards using AI to 'co-create' rather than resorting to shortcuts like cheating. She highlights the importance of reevaluating how coding is taught in educational settings to enhance critical thinking and discourage over-reliance on technology for completing tasks.
  • Through her platform Cognimates, Druga facilitates AI literacy by engaging children in hands-on projects like game development and robot programming. The goal is to provide a safe environment for kids to explore and experiment with technology that will play a significant role in their future.
  • Druga believes in fostering children's creativity and agency by encouraging 'co-creation' with AI models instead of spoon-feeding answers. She stresses the necessity of adjusting educational approaches and tool designs to accommodate young people's evolving learning needs and innovative thinking.
  • According to Druga, preparing kids with AI and coding skills at an early age is crucial for adapting to the rapidly changing technological landscape. She challenges the notion that 'coding is dead,' emphasizing the enduring value of foundational skills, including understanding AI concepts.
  • In the evolving tech job market, Druga emphasizes the significance of equipping individuals with adaptable skills rather than just technical proficiencies. She advocates for teaching resilience and adaptability to navigate uncertainties and rapid changes in technology-driven industries.
  • Druga stresses the need for a shift in education paradigms to focus on developing transferrable skills that enable individuals to thrive in a dynamic work environment. She encourages children to embrace creativity, problem-solving, and adaptiveness as key attributes for future success.
  • While tech industry dynamics and job requirements are evolving rapidly, Druga believes in empowering individuals to identify problems, build solutions, and innovate independently. She underscores the importance of fostering a mindset that embraces change and encourages proactive entrepreneurship.
  • The overarching goal of Druga's educational initiatives is to democratize AI literacy and make tech skills accessible to all, irrespective of prior background knowledge. By instilling confidence and curiosity in learners, she aims to reshape traditional notions of labor market education.
  • Druga envisions a future where individuals, regardless of age, background, or formal qualifications, can leverage AI and coding skills to innovate, create viable products, and navigate the evolving job landscape. Embracing change and continuous learning are key principles in her educational philosophy.

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