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Why Search Is Still Beating AI

Google is adapting AI in its search functionality, recognizing AI as the future of search.
Google I/O revealed that AI mode is being introduced as an option in Google Search and is being rolled out across the US.
Despite the rise of chatbots, Google search remains dominant with 1,631.5 billion visits last year.
The transition to AI in search highlights Google's acknowledgment that AI will play a significant role in the future of search technology.

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Dev

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The Serverless Dream Is Dead

Serverless was once seen as the future, offering easy scalability and no server management.
However, the limitations of serverless for full product development are becoming apparent.
Real-world applications require state, database access, and more, making serverless less suitable.
Deno's decision to scale back its serverless offering signals a shift towards a full app hosting platform.
Cloudflare, Vercel, and Deno are adding features that mimic traditional server capabilities.
Vendor lock-in and the push for global distribution are concerns with serverless platforms.
For most applications, staying within a single region is sufficient, avoiding unnecessary complexity.
Serverless has limitations like execution time, memory, concurrency issues, and cold starts that impact performance.
The recommendation is to use serverless for certain tasks and traditional infrastructure for full product development.
Understanding the role of serverless as a specialized tool is essential for effective application development.
For the core of a product, relying on servers and containers is more reliable and less complex than trying to fit everything into a serverless model.

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Dev

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The exception translation pattern

The exception translation pattern cleans up APIs, enforces robust error handling, hides internal complexity, and aligns code with domain logic.
A typical case of exception handling is demonstrated when dealing with I/O methods, involving tiers of low-level I/O, application logic, and application caller.
The visual diagram shows the flow of control and exceptions in the exception translation pattern.
Exception translation in Java is considered a best practice, encapsulating implementation details, improving clarity in error messages, providing a consistent error handling API, offering stronger compile-time guarantees, enabling flexibility in changing internal implementations, and encouraging domain-driven design.

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Dev

329

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GreyOS: The Meta-OS Redefining Cloud Computing

GreyOS is the world's first Meta-OS that operates through browser VMs and cloud infrastructure, offering a hardware-agnostic computing experience.
Architectural highlights include a lightweight CHAOS Microkernel, Carrier-OS Bootstrapping, micro-MVC Framework, Coyote Browser, and Cloud-First Design.
VeNUS is the enterprise adaptation of GreyOS, offering enhanced security, scalable infrastructure, integration capabilities, and customizable options for businesses.
With innovative architecture, enterprise readiness, resource efficiency, and an open-source foundation, GreyOS and VeNUS cater to the evolving needs of developers and enterprises.

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Dev

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Creating an AI-Powered Login Form in a React Native App (2025 Edition

In 2025, login forms are expected to be smarter and more personalized, incorporating AI features.
The article discusses adding smart email suggestions, voice input, and intelligent password strength feedback to a React Native login form.
To implement smart email suggestions, the author uses the GPT model from OpenAI to generate relevant email suggestions based on context.
Voice input functionality is added using the @react-native-voice/voice package, allowing users to input information using their voice.
The article also covers implementing a password strength checker that provides nuanced feedback based on password patterns and complexity.
The final component integrates these features, creating a login form that is user-friendly and offers helpful AI-powered functionalities.
Lessons learned include providing traditional input methods alongside AI features, transparency in data usage, and ensuring AI features enhance user experience.
Future possibilities include facial recognition, anomaly detection, and sentiment analysis for a more personalized authentication process.
The shift towards AI-powered login experiences reflects changing user expectations and the importance of creating a personalized entry point to applications.

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Dev

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How I Save 10 Hours a Week with Node.js Automation Scripts

As a freelance developer, the author saved nearly 10 hours every week by automating repetitive tasks with Node.js scripts.
One of the automation scripts involved auto-generating client reports, reducing a 45-minute weekly task to a fully automated process.
Another script focused on auto-resizing images for an e-commerce client, saving them approximately 3 hours weekly by simplifying image processing.
The author also developed a script for batch uploading product data, cutting down manual data entry time for the marketing team by 2-3 hours per update.
Automation not only saved time but also led to fewer errors, consistent quality, improved client relationships, and increased creative energy.
Key lessons learned include automating tasks after repetition, logging extensively, avoiding hardcoding secrets, and creating reusable scripts.
Starter templates for automation scripts and useful packages like node-cron, sharp, axios, csvtojson, chokidar, and nodemailer are available on GitHub.
The article encourages readers to identify repetitive tasks in their workflows and automate them to focus on more meaningful work that requires creativity and expertise.
The goal of automation is not to eliminate all tasks but to streamline tedious activities for enhanced productivity and job satisfaction.
Readers are invited to share their time-consuming tasks for potential feature in future automation articles, promoting a collaborative approach to workflow optimization.

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Dev

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Code Reviews That Don’t Suck – A Guide for Humans 💯

Code reviews can often be frustrating due to blame culture, vague feedback, and unchecked egos, turning into emotional minefields.
Effective code reviews focus on psychological safety, clarity, empathy, and alignment with goals to create a collaborative environment.
Practical tips for reviewers include using the Sandwich Method, asking questions instead of commands, and setting time limits for reviews.
Reviewees are advised to detach from ego, seek clarification on feedback, automate obvious code formatting tasks, and prioritize meaningful discussions.

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Dev

342

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Fluentity: Framework-Agnostic TypeScript Library to Consume APIs Easily and Safely

Fluentity is a lightweight, framework-agnostic TypeScript library designed to simplify and enhance API consumption on the frontend.
Inspired by Laravel's Eloquent, Fluentity aims to bring the elegance of Active Record to frontend development for working with REST APIs.
The library provides chainable methods, auto-casting, caching, and strong typing to make API querying easier and more efficient.
Fluentity offers a clean, object-oriented interface to backend data, allowing developers to define models once and utilize them across their applications.

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Medium

419

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How I Earned $500 a Week in Bitcoin with No Skill

An innovative method called the auto Bitcoin money system allows individuals to earn $500 a week in Bitcoin without the need for technical expertise or financial investment.
The system operates on a 'set and forget' feature, automating Bitcoin generation without any risk or upfront costs, enabling users to earn $25-$50 daily.
Users do not require prior experience or technical skills to use this system, making it accessible to a wide range of individuals, including freelancers, small business owners, and side hustlers.
The auto Bitcoin money system offers a money-back guarantee, has led to success stories like users earning over $1,200 in free Bitcoin, and presents an opportunity for financial freedom and multiple streams of income.

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Medium

126

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Demystifying Multithreading and Concurrency in Java: Concepts, Pitfalls, and Best Practices

Java provides various abstractions for multithreading such as Thread, Executors, and CompletableFuture.
Understanding the difference between creating threads, managing their lifecycles, and synchronization mechanisms is crucial.
Shared mutable state is a root cause of most concurrency bugs, leading to inconsistent results in multithreaded environments.
Best practices include using higher-level constructs, avoiding manual thread management, and being cautious with synchronization to prevent concurrency issues.

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Medium

324

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A Seamless Toolips Extension for TCP

The author has developed the Toolips web-development framework for Julia, designed for centralized development, modularity, declarative syntax, and versatility.
Toolips allows for loading new features by adding extensions to servers and Component templating system, aiming to create a collaborative online notebook editor for Julia.
The framework has expanded into a full server-development framework, with extensions like ToolipsUDP providing UDP functionality.
The author aims to create a web infrastructure using Toolips for advanced web-based projects and server functionalities.

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Medium

333

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Our Frontend Team Rewrote a React App in Svelte — And We’re Not Going Back

A React app with 50,000 lines of code, multiple state management libraries, and a slow build process was causing performance issues and developer frustration.
In an effort to address the problems, the team decided to rewrite the entire app in Svelte and found significant improvements in performance and developer experience.
While the React app initially followed best practices with functional components, hooks, and Redux for state management, the growing complexity led to challenges like managing Redux thunks, React Context, and useEffect hooks.
The switch to Svelte proved successful for the team, highlighting the benefits of adopting a different framework to overcome limitations faced in the React app.

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Medium

229

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The ATM Chaos of Munna, Bunty, and Chhotu

Munna and Bunty attempted to create an ATM system in C# without using classes, resulting in chaotic and error-prone code.
Chhotu pointed out the inefficiency of their approach and showcased a more organized solution using Object-Oriented Programming (OOP) principles.
Chhotu's implementation emphasized the importance of OOP in reducing code repetition and complexity, leading to a more efficient and maintainable system.
The experience highlighted the significance of starting with procedural programming to understand the value of OOP for newcomers in coding.

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Medium

130

The Role of Mentorship: How mentors played a crucial role in my development and success.

Mentorship is a supportive relationship between an experienced mentor and a less experienced mentee, crucial for navigating challenges and achieving success.
Mentorship can be direct (one-on-one) or indirect (learning from observing and consuming content) and accelerates learning and development.
Having a mentor provides a structured path, eliminates distractions, and focuses on crucial growth areas.
Mentorship, whether direct or indirect, is essential for personal and professional growth, offering guidance, support, and a clear path forward.

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7 Likes

Medium

275

"Python Strings: 6 Mind-Blowing Hacks Every Developer Should Steal "

Strings are essential in various aspects of coding, from user input to data processing.
Top 6 string methods include: upper(), lower(), strip(), split(), replace(), find(), and join().
Pro Tips for mastering strings: Python's string methods are powerful tools akin to Swiss Army knives—compact yet effective.
To enhance your programming skills with Python strings, delve into the official documentation for experimentation and improvement.

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