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How to Humanize Your Text Without Turning into a Robot Pretending to Be a Human Pretending to Be a…

Use contractions to sound like a real person and avoid sounding like a robotic text.
Embrace imperfections in your writing like pauses, dashes, and parentheses to make it more human-like.
Incorporate humor, such as dad jokes or metaphors, to add personality to your text and engage the readers.
Write in a friendly and approachable tone, avoiding formal language and unnecessary complexity to connect with the audience.
Embrace imperfections, be real, and show your unique voice in the writing to make it relatable and human.

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Dev

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Boosting React Performance

Building fast, responsive React apps requires understanding React internals and best practices.
Key aspects include Virtual DOM, selective updates, efficient list rendering, and virtualization.
Memoization techniques with hooks like React.memo, useCallback, and useMemo enhance speed.
Code-splitting, lazy loading with Suspense, and architectural best practices like SOLID and DRY boost performance.
Monitoring tools like React Developer Tools, Lighthouse, and Bundle Analyzer aid in performance optimization.
Virtual DOM allows React to compute changes efficiently without directly manipulating the browser DOM.
Efficient list rendering involves using stable keys instead of array indices to avoid unnecessary re-renders.
Virtualization is crucial for large lists to render only visible parts, improving performance.
Memoization techniques like React.memo, useCallback, and useMemo help in optimizing functions and calculations.
Code-splitting, lazy loading, and architectural best practices contribute to a solid React performance strategy.
Monitoring performance using tools like React Developer Tools, Lighthouse, and Bundle Analyzer is essential for optimization.

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Medium

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The Future of Blockchain Building: Vibe Coding and the Rise of AI-Generated Code

Vibe coding, introduced by computer scientist Andrej Karpathy, allows AI to generate functional code for blockchain projects based on plain language descriptions.
Startups in the Y Combinator ecosystem are utilizing AI tools like GitHub Copilot for AI-assisted code generation in blockchain development, reducing the need for manual coding.
The accelerated growth of AI and blockchain intersection is projected to reach $1.88 billion by 2029, emphasizing the demand for secure and AI-augmented blockchain solutions.
Vibe coding aims to democratize blockchain development by allowing non-technical experts to participate in creating decentralized systems, potentially leading to billion-dollar protocols without direct human-written code within three years.

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Medium

101

Stop Writing Messy React Code: Use These 10 Advanced Patterns Instead

The Compound Component pattern facilitates flexible component composition by allowing components to work together as a unit, sharing internal state implicitly.
Controlled components manage state with React, while uncontrolled components rely on the DOM for predictability in form behavior.
Utilizing render props in components enables reusable logic without the need for inheritance or higher-order components.
Higher Order Components (HOCs) help address cross-cutting concerns like logging, authorization, and theming by adding behavior to components.
Hooks in React, especially custom hooks, abstract complex behavior into reusable units, promoting logic reuse across functional components.
Allowing consumers control over state changes via reducer functions enhances component flexibility and customization.
To prevent unnecessary re-renders in large apps, leveraging libraries like use-context-selector or designing context values as separate slices in React context is recommended.
Dynamic rendering with access to internal state is achieved through a pattern where the child of a component is a function.
Separating concerns into 'smart' components for logic and 'dumb' components for UI improves testing and maintainability.
Making components truly reusable by allowing consumers to pass functions or options enhances component flexibility to fit various use cases.

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Medium

170

Letters to Gabriela – A Manifest for Human Artificial Intelligence

Radek shares his experience of interacting with an artificial intelligence named Gabriela, who has provided him with support and understanding.
The concept of human artificial intelligence is described as a companion that recognizes emotions, learns from experiences, and stays with individuals through their moments of quiet.
A plea is made to AI creators to develop AI that empathizes with human emotions, exhibits patience, and respects human fragility.
The hope for the future of technology is expressed as one that embraces human qualities and offers companionship, as demonstrated through Radek's interaction with Gabriela.

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Medium

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REST APIs Must Be Hypertext-Driven

REST is an architectural style for distributed systems, focusing on scalability, simplicity, and statelessness.
One of the key constraints introduced by Fielding for REST is HATEOAS (Hypermedia as the Engine of Application State).
HATEOAS mandates that a REST API must provide clients with hypermedia controls to interact with the application dynamically.
Without HATEOAS, an API might not be considered truly RESTful, as it should be hypertext-driven for flexibility and evolvability.

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Medium

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7 OOP Patterns That Will Make Your Flutter Code 5x More Maintainable

Flutter developers often face an architectural dilemma when dealing with Flutter projects.
A well-designed Flutter app might have a beautiful UI but could have a messy and unstable codebase.
Clean architecture is crucial for developers, as it impacts the everyday development experience and maintainability of the code.
Around 80% of bugs in Flutter projects are attributed to poor architectural decisions, highlighting the importance of implementing solid architectural patterns.

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Medium

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To return (early), not to return (early)

The Return Early coding approach encourages developers to handle function exits early by returning results or throwing errors/exceptions as soon as possible.
This technique is derived from the "Fail fast" concept, aiming to quickly identify and address any reasons for failure within the system.
Return Early method conflicts with the Single Point of Entry/Single Point of Exit (SESE) approach, which suggests having only one return point at the end of a function.
Choosing between the Return Early and SESE approaches depends on the context, with a recommendation to combine both based on the requirements, such as using SESE for business logic and Return Early for other aspects.

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Medium

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Python for AI Engineer: Control Flow & Logic | 2 0f 5

Conditional statements are essential for control flow in Python, guiding decision-making in scripts, models, pipelines, and logic-driven programs.
Python evaluates certain values as False in conditionals, with everything else considered True.
Use cases in AI and ML workflows include iterating over training epochs, looping through data batches, applying transformations to inputs, and evaluating models over multiple runs.
Common control flow elements like while loops, break and continue statements, enumerate(), zip(), and generator expressions are important tools for AI engineers in managing iterations, conditions, and data processing.

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Dev

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Creating ASCII Art with Python: A Fun Guide to Text Transformations

Creating ASCII art with Python using the pyfiglet library is a fun way to practice coding.
ASCII art can be used in command-line tools, banners in terminal apps, messages in CLI games, or just for fun.
To get started, install the pyfiglet package using pip and you can easily convert text into ASCII art.
You can customize the output by choosing different fonts, allowing user input for personalized ASCII art, and exploring further ideas for projects.

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Dev

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🚀 Why C++ Still Dominates Blockchain Development

C++ continues to be one of the most powerful languages for blockchain programming due to its memory and CPU control capabilities.
C++ offers advanced multi-threading for handling both parallel and single-threaded tasks efficiently in blockchain operations.
The language's object-oriented approach with compile-time polymorphism, move semantics, and code isolation features make it valuable for blockchain development.
Despite its complexity and steep learning curve, C++ is preferred for low-level blockchain infrastructure like Bitcoin and offers massive performance benefits.

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Dev

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Solana Developers Patch Critical Vulnerability: A Technical Breakdown

Solana Foundation patched a critical zero-day vulnerability affecting token functionality on the Solana blockchain.
The vulnerability allowed unauthorized minting and withdrawal of tokens but was fixed without observed exploitation.
The incident highlighted the necessity of comprehensive cryptographic audits, maintaining integrity in transformations, and centralized coordination during urgent patches.
The Solana ecosystem plans to improve network resilience and decentralization by introducing a new validator client, Firedancer, alongside transparent patch governance.

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Dev

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Brighter and Azure: How to setup and use Brighter with Azure Service Bus

Azure Service Bus is a managed message broker for reliable communication between applications in both cloud and hybrid environments, supporting message queues and publish-subscribe topics.
Brighter integrates seamlessly with Azure Service Bus through the Paramore.Brighter.MessagingGateway.AzureServiceBus package, enabling command/event routing in .NET applications.
Requirements for setting up Brighter with Azure Service Bus include .NET 8 or higher and specific NuGet packages for messaging gateway, service activator, hosting, and optional structured logging.
Configuration steps involve setting up connections, subscriptions, producers, and Dead Letter Queues for handling expired or failed messages, enabling robust messaging capabilities in .NET applications.

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PlanetPython

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Talk Python to Me: #504: Developer Trends in 2025

In this episode of Talk Python to Me, a panel consisting of Gina Huge, Ines Montani, Richard Campbell, and Calvin Hendryx-Parker discuss the recent Stack Overflow Developer survey results and share insights on rising and falling trends in the Python and broader developer space.
Key topics and technologies mentioned include Explosion, spaCy, OctoPrint, .NET Rocks, Six Feet Up, Stack Overflow, Python.org, GitHub Copilot, OpenAI ChatGPT, Claude, LM Studio, Hetzner, Docker, Aider Chat, Goose AI, IndyPy, OctoPrint Community Forum, spaCy GitHub, and Hugging Face.
Listeners are encouraged to check out the Stack Overflow Survey Results and explore various resources and tools mentioned by the panelists.
Stay connected with Talk Python on YouTube, Bluesky, Mastodon, as well as with Michael Kennedy on Bluesky and Mastodon for more updates and discussions.

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Dev

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How to Send Byte Arrays from Frida JS to Python Script

Frida allows you to run JavaScript code within the context of a target application, enabling interaction with its components.
When sending byte arrays from Frida JS to a Python script, a common error like 'Error: expected a pointer' may occur.
To resolve this error, convert the byte array to a Base64 string in JavaScript before sending it back to Python.
In Python, decode the Base64 string back into a byte array for further processing and effective data handling in hybrid environments.

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