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My Journey with the Hyperlane Framework From Getting Started to Performance Optimization

A junior computer science student shares their experience with the Hyperlane framework, starting from learning to performance optimization.
Hyperlane's clean Context (ctx) abstraction simplifies code readability by eliminating nested method calls.
Request handling in Hyperlane is made easy with flexible method macros for routing RESTful APIs.
Response handling in Hyperlane is intuitive, allowing setting response status, headers, and sending responses in chunks.
The middleware onion model in Hyperlane separates concerns like authentication from business logic efficiently.
Dynamic routing in Hyperlane allows for static and dynamic routes with straightforward parameter retrieval.
Hyperlane shows impressive performance in a QPS test, ranking second only to the native Tokio implementation.
Key learning takeaways include clean API design, extensibility with the middleware model, and the importance of asynchronous programming for high performance.
Future plans involve exploring WebSocket support, leveraging Rust's abstractions, and building a microservices architecture with Hyperlane.
Hyperlane's impact goes beyond being a tool, transforming the author's approach to programming and highlighting the Rust ecosystem's performance and development balance.

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Medium

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Cursor CEO: Replace coding entirely. What’s left for programmers?

Michael Tru, CEO of Cursor, aims to replace traditional programming with a more efficient approach.
Cursor, a fast-growing AI programming company, has achieved significant success within a short period.
The company boasts over $100 million in annual recurring revenue and a valuation of $9 billion.
Michael Tru shared his vision for the present and future of AI programming in a recent interview.
Tru's perspective on AI programming leans towards rapid construction without the need for extensive lines of code.
He criticizes the current practice of implementing simple ideas through complex and lengthy code.
Tru predicts the emergence of a new, higher-level, and more efficient software development approach in the next 5 to 10 years.

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Medium

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Runnit.Fun: The Fastest Growing On-Chain Gambling Game on Solana With $400,000 Paid in 32 Hours

Runnit.Fun is a new on-chain gambling game on Solana offering five mini-games for players to bet real SOL against algorithmic odds.
Within just 32 hours of launch, Runnit.Fun attracted 800+ active users and paid out over $400,000 in SOL.
Runnit.Fun offers games like Crash, where players cash out before it crashes, Jackpot for pooling wagers, Mines to find gems and avoid bombs, and Plinko for a chance-based win.
Players can win big by pulling out at the right moment in Crash, joining a live pool in Jackpot, collecting gems in Mines, or landing on prize slots in Plinko.
The game is designed for degen gamblers and Solana enthusiasts, providing a fast-paced and rewarding gambling experience.
Runnit.Fun has rapidly paid out substantial amounts in SOL, proving its popularity and potential for users to earn rewards quickly.

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Dev

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How to Structure a React Project in 2025: Clean, Scalable, and Practical

Organizing a React project involves thinking about the app's size and complexity; suggested structure includes folders for assets, components, pages, routes, hooks, services, utils, contexts, and styles.
The 'assets' folder houses static files; 'components' contain shared UI components; 'pages' for route-level components; 'hooks' for custom hooks; 'services' for external API logic; 'utils' for utility functions; 'contexts' for React Context Providers; and 'styles' for global styling.
Additionally, 'App.jsx' serves as the main application shell, and 'main.jsx' is the root file for rendering React to the DOM.
As projects grow, transitioning to a feature-sliced or domain-driven structure is recommended for scalability and organization.
Planning project structure early is crucial for maintainable code; start small, organize by features, and evolve into a modular, domain-based architecture for readability and scalability.

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Medium

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Who Says Web Design Doesn’t Have a Future?

Web design is evolving into something smarter, deeper, and more impactful.
AI tools like Wix ADI, Framer AI, and ChatGPT can quickly create landing pages.
AI lacks understanding of client's brand story, user emotions, and business goals.
Designers play a crucial role in adding character and personal touch to designs.
AI is viewed as a tool by most Redditors and not a replacement for human designers.
Web design requires creativity and human intuition which AI may lack.
Many agree that AI complements but doesn't replace the role of human designers.
The role of web designers involves adding unique elements to design based on context.
Designers are seen as chefs who know how to enhance designs with creativity.
AI is likened to a blender that can mix ingredients, whereas designers are chefs who add unique flavors.
AI excels at creating standard designs, but designers bring innovation and creativity.
Importance of human designers in understanding nuances and subtleties crucial for effective web design.
Designers have the ability to make design choices based on emotions and business objectives.
Web design involves more than just aesthetic appeal; it includes storytelling and brand representation.
The field of web design is thriving as it adapts to new technologies and demands.
Web design continues to be relevant and essential in shaping digital experiences.

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Dev

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What are MCP Servers? | A Detailed Guide

The Model Context Protocol (MCP) is an open-source, vendor-agnostic standard created by Anthropic in November 2024.
MCP serves as a universal connector between large language models (LLMs) and external data sources or tools.
It aims to standardize how LLMs request, retrieve, and manipulate external data using a uniform protocol.
MCP employs a client-server model with MCP Hosts, MCP Clients, and MCP Servers as its core components.
The workflow involves the user asking AI to fetch data, the host spinning up an MCP client, and the client making a standardized JSON‑RPC call to the MCP server.
MCP adoption is growing, with various organizations leveraging it for tool integrations and workflows.
Use cases include IDE assistants pulling live code context from GitHub and enterprise agents querying internal databases.
Pros of MCP include unified integrations, vendor-agnosticism, scalability, and security-by-design.
Challenges include security vulnerabilities, governance gaps, and potential market incentives issues.
Future outlook for MCP includes broader adoption, enhanced security layers, and advanced tooling.
MCP aims to enable context-aware agentic AI by standardizing interactions between LLMs and external tools.
Security, governance, and ethical design are crucial for the safe scaling of MCP in intelligent applications.
MCP could play a key role in the future of applications bridging human intent and digital systems.

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Dev

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How to Create an Offline Version of Websites Using Kiwix and ZIM Files

Kiwix and ZIM files allow offline access to web content, useful for trips or areas with no connectivity.
Kiwix is free software enabling offline web content access, compatible with various platforms.
ZIM files are compressed formats storing web content for offline usage, including images and videos.
Getting started involves installing Kiwix, downloading ZIM files from the library, and opening them in Kiwix.
Users can create their ZIM files using Zimit for websites not in the Kiwix library.
Benefits include offline access to educational content, faster browsing, and preservation of resources.
Use cases include students in low-connectivity areas, travelers needing offline materials, and researchers archiving knowledge.
Final thoughts emphasize the utility of Kiwix and ZIM files for offline browsing and resource preservation.
Kiwix empowers users to access the web without an internet connection by creating offline versions of websites.
Users can share their experiences with using Kiwix and ZIM files in the comments or on social media.
Platforms supported by Kiwix include Windows, macOS, Linux, Android, and iOS.
ZIM files offer compressed and fast-loading offline content with the full website structure.
Creating a ZIM file involves pasting a website's URL on Zimit, generating the file, and opening it in Kiwix.
Note that not all websites are easily portable to ZIM format, especially those with login systems or heavy JavaScript usage.
Downloading Kiwix enables users to build their offline knowledge base, useful for various situations, such as travel or study.
The guide provides steps to begin using Kiwix and ZIM files for offline web content access.

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Dev

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Web Performance Optimization in 2025: Build a Site Faster Than a Rocket!

In 2025, website speed is crucial, with 53% of users leaving if a site takes over 3 seconds to load.
Google uses Core Web Vitals like LCP, INP, and CLS to judge user experience and SEO rankings.
Optimization techniques include image optimization using WebP or AVIF, server speed improvements, clean code practices, responsive design, AI utilization, and focusing on Core Web Vitals.
Addressing server speed with quality hosting and CDNs like Cloudflare can significantly enhance site performance.
Clean coding practices such as minifying, removing unused code, and loading scripts asynchronously are recommended.
Designing responsively for mobile, optimizing fonts, and conducting cross-device testing are crucial for mobile optimization.
AI offers tools for user behavior analysis, automated optimization, and predictive alerts for web performance enhancement.
Improving Core Web Vitals metrics, including LCP, INP, and CLS, is fundamental for SEO success in 2025.
Google emphasizes Core Web Vitals for SEO; strategies to enhance these metrics involve optimizing images, JavaScript, and preventing layout shifts.
By implementing these techniques, websites can achieve faster loading speeds, better user experience, and higher search rankings.
Overall, web performance optimization in 2025 is critical for retaining users, increasing revenue, and improving search engine rankings.

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Dev

277

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Building Africa’s AI Future: Yamify’s Vision for Education and Infrastructure

Africa's potential in the global AI revolution hinges on education and infrastructure according to Yamify.
Yamify addresses the gap by offering immersive and localized AI education.
Their approach includes AI Sandboxes, localized learning, and problem-driven curriculum.
Infrastructure is crucial for AI development, with Africa having limited cloud capacity.
Yamify's AI-native cloud platform provides GPU compute at local rates and data centers in Africa.
Empowering learners and providing infrastructure leads to faster innovation in AI products.
Yamify calls for partnerships to drive Africa's AI future through locally trained developers.

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Dev

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App Intents for Apple ecosystem

App Intents is an ecosystem in the Apple system expanding app functionality.
Core Architecture involves Grammar System and Build-Time Processing.
Basic Intent Structure includes title, perform() method, and supported modes.
Parameters & App Enums allow for fluent action descriptions and input variables.
App Entities manage dynamic data with persistent identifiers and EntityQuery.
App Shortcuts provide automatic system exposure for app actions.
Integration features like Transferable Protocol and Spotlight Indexing improve user experience.
Advanced integration features enhance data sharing and spotlight integration.
Multi-Target Architecture supports code sharing and dependency management.
Key 2024 updates include Mac Spotlight Integration and Swift Package Support.

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Pymnts

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Peymo Launches AI-Powered Digital Finance Platform

Peymo, a UK-based FinTech, launched an AI-powered digital finance platform integrating fiat banking, cryptocurrency wallets, and embedded finance.
The platform, referred to as an 'AI-powered multi-hybrid bank,' allows users to manage British pounds, euros, crypto assets, and branded debit cards.
Enterprises can leverage APIs for full banking functions.
Features include a voice-first interface for hands-free banking, AI agents monitoring user behavior, and AI tools for navigation.
Peymo is expanding globally and involving partners, early adopters, and regulatory stakeholders.
Investors are invited to join Peymo for a transformative journey in the financial landscape.
Mobile banking apps are preferred by many customers, with millennials and Gen Z using them as primary financial tools.
Salesforce research shows that customer demand for better service and personalized experiences drove 25% of bank switches.
39% of customers switched banks in pursuit of improved customer service.
The trend towards digital-first banking does not exclude the importance of personalized experiences.
PYMNTS offers daily newsletters on digital transformation and AI coverage.

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Dev

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WWDC 2025 - Automate dev process with App Store Connect API

Apple has expanded the App Store Connect API with new features for automation and real-time notifications to streamline app development workflows.
Key new features include Webhooks API for push notifications, Build Upload API for automating build uploads, and Feedback API for retrieving TestFlight feedback programmatically.
Webhooks offer notifications for build and beta state changes, TestFlight feedback, app version state changes, and Apple-Hosted Background Asset state changes.
Webhooks can be set up through the web interface or programmatically, requiring a name, endpoint URL, and secret key for verification.
The automation loop involves uploading builds, receiving webhook notifications, distributing to TestFlight, and getting instant feedback notifications.
Webhook notifications include HMAC-SHA256 signatures for verification that notifications are from Apple.
These API enhancements aim to improve automation in App Store Connect, allowing developers to focus on creating user experiences rather than deployment processes.
Developers are recommended to implement webhook listeners, automate based on events, and explore additional automation possibilities within the App Store Connect API.

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Dev

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WWDC 2025 - App Store server APIs for In-App Purchase

Apple has introduced significant updates to the App Store server APIs for In-App Purchase to simplify and enhance app server responsibilities.
The updates focus on managing In-App Purchases, signing requests, and participating in refund decisions, providing more flexible transaction management for developers.
The introduction of the appTransactionId offers a consistent identifier per Apple Account across all transactions, making it easier to associate customer accounts with their activities.
Enhancements in appAccountToken management allow setting tokens for various transactions, updating values, fixing inconsistencies, and applying them to all product types.
The new Get App Transaction Info endpoint enables fetching app download details directly on the server, offering insights for better app performance evaluation.
Apple has unified the signing process using a JWS format, simplifying promotional offers, enhancing control over eligibility, and standardizing signing formats across functions.
The Send Consumption Information V2 endpoint streamlines the refund participation process, reducing required inputs, extending support to all product types, and introducing prorated refund options.
Prorated refund support allows specifying consumption percentages, handling partial revocations based on actual usage, and providing enhanced notification data for better customer satisfaction.
Developers are recommended to adopt the appTransactionId, migrate to V2 endpoints, utilize prorated refunds, and implement unified signing to leverage the new features effectively.

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Dev

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WWDC 2025 - Meet Containerization

Apple announces Containerization, a new open-source Swift framework for running lightweight Linux containers on macOS.
Containerization provides each container with its own lightweight virtual machine, improving security and resource efficiency.
The framework introduces vminitd, a Swift-built init system that handles critical tasks within each virtual machine.
Container filesystems are exposed as EXT4-formatted block devices for optimal performance.
Apple released a companion container command-line tool for standard container operations and quick container startup.
Both the Containerization framework and container tool are open-source on GitHub for developers to explore and contribute.
This innovation advances container technology on macOS, offering a more secure, performant, and efficient way to work with Linux containers.

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Amazon

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Amazon Q Developer Java Upgrades: A Deep Dive into the New Selective Transformation Feature

Amazon Q Developer now supports customization of Java upgrades with a new selective transformation feature, offering greater control over modernization journeys.
The selective transformation feature allows targeting specific components and libraries for transformation, avoiding risky 'big bang' upgrades and ensuring application stability.
Development teams can opt for individual developer-driven upgrades or orchestrated transformation campaigns managed by Center of Excellence teams.
Selective transformation facilitates tailoring transformation plans using natural language chat or input files for more precise Java upgrades.
The feature supports selecting steps from a transformation plan, upgrading first-party and third-party dependencies, and customizing their versions during JDK upgrades.
The transformation can be run in interactive mode for user feedback or in no-interactive mode for continuous transformation without user input.
The selective transformation feature streamlines Java version upgrades, reduces technical debt, and modernizes applications with minimal disruption, enhancing efficiency for development teams.
The CLI provides practical examples of upgrading dependencies interactively or non-interactively, offering detailed transformation plans and user feedback options.
The article emphasizes the importance of maintaining security, avoiding unvetted artifacts, and validating transformed code for functionality and security post-upgrades.
Selective transformation in Java upgrade CLI revolutionizes Java modernization by providing granular control, natural language interactions, and targeted dependency management for a manageable, incremental process.
The feature encourages teams to identify critical components for upgrading and leverage selective transformation for a tailored upgrade strategy, ensuring efficient, risk-managed Java modernization.

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