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Medium

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How I Decided to Figure Out Which Technologies Are Popular Today, and Ended Up Creating GitHub…

  • The author decides to compare the popularity of technologies and creates a tool for analyzing trends on GitHub.
  • Using Google Trends and other sources, the author finds limitations in assessing technology popularity.
  • The author conducts manual analysis of cross-platform RPC frameworks on GitHub to compare their popularity.
  • The author introduces the concept of Hirsch index to measure the popularity of technologies and frameworks on GitHub.
  • The author proposes Star H-Index and Fork H-Index to assess visibility and community participation of projects.
  • A web application called GitHub Trend Analyzer is created by the author to automate the analysis process.
  • The analysis using the tool shows gRPC as the leader in popularity among RPC technologies on GitHub.
  • The tool also reveals trends in the popularity of technologies over time, with gRPC showing rapid growth.
  • SOAP's stability in popularity might be attributed to its usage in educational projects on GitHub.
  • The GitHub Trend Analyzer allows for trend analysis of various technologies and frameworks on GitHub.

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Medium

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A real world practical use case of MCP with Xero

  • Xero MCP offers practical use case with Claude.
  • Xero MCP provides a list of available tools.
  • Access to Xero is confirmed in Claude.
  • Invoice creation for a customer, MCP's R us, demonstrated.

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Medium

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Edge Computing vs Cloud Computing: What’s Best for Your Business?

  • Edge computing processes data closer to the source, reducing latency and bandwidth use.
  • Cloud computing involves storing and processing information on remote servers, offering scalability and flexibility.
  • Edge computing is faster and more suitable for real-time applications, while cloud computing may introduce latency.
  • Edge computing keeps sensitive data close to the source, potentially reducing the risk of large-scale data breaches.

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Medium

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UI/UX Design vs. Software Development in 2025: Which Career Should You Choose?

  • By 2030, 170 million new jobs will emerge worldwide in UI/UX design and software development.
  • AI tools like Bolt are blurring the lines between design and development.
  • UI/UX design is not just about making things pretty; it involves more than just coding.
  • Both UI/UX design and software development fields are growing at 20% annually.

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Medium

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10 AI-Powered Coding Hacks to Supercharge Your Development Workflow (and Avoid Costly…

  • Developers are increasingly using AI tools to write code, but often end up with unstructured projects.
  • To succeed with AI, it is important to structure code, develop strategy, and automate smartly.
  • Create a product requirements document for better organization and reference.
  • Use AI programming tools like V0, Lovable, or Bolt to generate functional UI screens and refine and integrate business logic with Cursor IDE.

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Medium

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What is a self service remittance kiosk? Is it right for you?

  • Self-service remittance kiosks are automated machines designed for easy and quick money transfers.
  • These kiosks are accessible 24/7 in high-traffic locations and offer lower transaction fees.
  • Consider technical issues and security when using self-service remittance kiosks.
  • Overall, kiosks provide a modern, efficient, and cost-effective alternative for secure money transfers.

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Javacodegeeks

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Returning JSON Responses in a Micronaut Controller

  • Micronaut is a Java framework for building lightweight and fast microservices with seamless JSON handling for RESTful applications.
  • Steps involved in returning JSON responses in a Micronaut controller include setting up the project, creating a data model, and writing unit tests.
  • Setting up a Micronaut project involves using either the Micronaut CLI or Micronaut Launch tool to generate a Maven-based project.
  • A data model, like the Product class used in the example, can be annotated with @Serdeable to enable easy serialization and deserialization.
  • @Serdeable is a part of Micronaut's serialization mechanism that allows classes to be automatically serialized and deserialized efficiently.
  • Returning a single JSON object in a Micronaut controller involves using annotations like @Get and @Produces(MediaType.APPLICATION_JSON).
  • Returning a list of JSON objects is also supported in Micronaut controllers and can be achieved by returning a collection of objects.
  • Unit tests can be written for Micronaut controllers using @MicronautTest annotation and built-in support for testing with HttpClient.
  • The provided code examples demonstrate how to test the endpoints that return single and multiple JSON objects, ensuring correct responses.
  • In conclusion, this article explained how to efficiently return JSON responses in a Micronaut controller, set up a project, and write unit tests for API verification.

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Gritdaily

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H2Plus Targets PFAs Crisis with Innovative Water Treatment Technology

  • H2Plus, a startup focused on PFAs remediation, offers an innovative water treatment technology to tackle the PFAs crisis in the United States.
  • Most solutions redirect PFAs to landfills or incinerators, but H2Plus destroys the chemicals outright by breaking down the carbon-fluorine bonds using a patented restructured water molecule in gaseous form.
  • Pilot tests in Michigan and Tennessee showed an average reduction of 99% in PFAs, meeting EPA drinking water standards with no concentration of PFAs elsewhere.
  • H2Plus's technology operates with lower energy consumption compared to alternatives like supercritical water oxidation and aims to eliminate PFAs in industries and cities under regulatory pressure.

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Towards Data Science

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Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure

  • GraphSAGE is introduced as a solution to issues with GCNs and GATs, such as generalization and scalability problems.
  • GCNs and GATs struggle with generalizing to unseen graphs, requiring the same structure as training data.
  • GraphSAGE addresses scalability by sampling neighbors and aggregating features efficiently.
  • Sampling neighbors and aggregating their features are crucial steps in the GraphSAGE architecture.
  • Aggregation functions like mean aggregation, LSTM, and pooling are utilized in GraphSAGE.
  • Node representations are updated by combining previous features with aggregated neighbor features in GraphSAGE.
  • GraphSAGE allows information flow from distant neighbors through repeated layers in the network.
  • GraphSAGE is implemented in PyG, making it easily usable in PyTorch for predicting on graphs.
  • Results comparing GraphSAGE with GCN and GAT show superior performance on small datasets like Cora.
  • GraphSAGE exhibits impressive improvements in accuracy compared to GCN and GAT in the experiments.

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Medium

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ChatGPT Goes Ghibli: New Feature Transforms Text into Animated Magic

  • ChatGPT has introduced a new feature that transforms text into animated images with a Ghibli film style.
  • The AI models used by ChatGPT are trained to replicate the colors and character styles of Ghibli films, creating images that capture the unique Ghibli vibe.
  • Users can input descriptive text prompts to generate Ghibli-inspired concept art, storyboards, and character designs, providing creative applications for artists, writers, and businesses.
  • There are ethical considerations to keep in mind, such as copyright restrictions and the potential for biases in AI-generated content.

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Medium

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Are We Solving a Problem That Doesn’t Exist?

  • A typical REST API response is predictable, simple to cache, and easy to implement.
  • However, REST APIs can lead to over-fetching data and multiple requests for related data, making it harder to evolve and manage versions.
  • On the other hand, GraphQL minimizes over-fetching and allows for one request to fetch all required data, with a strongly typed schema.
  • However, caching can be tricky and setting up a GraphQL server is more complex compared to REST.

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Medium

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Become a Software Developer Using an Android Device

  • You can become a software developer without a laptop or computer by using your smartphone.
  • Termux is a Linux-based terminal emulator on Android that allows you to do anything, including using it as an IDE.
  • Kiwi Browser is a useful tool for web developers as it allows inspecting website code, checking the console, and installing Chrome extensions on a mobile browser.
  • JStudio is a recommended app for Java developers, particularly for building Android apps, although it doesn't support the latest AndroidX features.

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Hackaday

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Golang On The PS2

  • A programmer has managed to get Golang to run on the PlayStation 2 console.
  • Go was not originally designed to run on a console without a full operating system, but the use of TinyGo allowed it to be compiled for the PS2's Emotion Engine CPU.
  • The project has achieved significant milestones and can successfully print a 'Hello World' message.
  • Further development is ongoing to bring more functionality and graphical features to Go on the PS2.

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Medium

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Tools: XcodeGen - Generating Xcode Projects from YAML

  • XcodeGen is a Swift-based tool that generates Xcode projects from YAML or JSON configuration files.
  • It is useful for large or multi-module iOS projects and teams that want to maintain project structure as code.
  • XcodeGen allows for defining multiple targets, resources, custom build settings, and build configurations in the project configuration file.
  • By using XcodeGen, project structure and settings can be easily updated and kept consistent across the team.

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Medium

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Top 10 + Lightning-Fast Developer Tools to Supercharge Your Workflow ⚡

  • Shivam, a software developer, shares 10 lightning-fast developer tools to supercharge your workflow.
  • Trae is an IDE that uses AI to suggest code, catch bugs, and optimize on the fly.
  • Manifest is a tool that allows for easy setup of backends with just one YAML file.

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