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Mastering CSS Grid: From Beginner to Advanced Best Practices

CSS Grid is a powerful layout system that allows you to design complex, responsive web layouts with ease. Whether you're just starting or looking to refine your skills, these best practices will help you write cleaner, more efficient, and maintainable grid-based layouts.
Beginner Level: Getting Started with CSS Grid
Intermediate Level: Improving Maintainability
Advanced Level: Expert Techniques

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Medium

163

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Will AI Replace All Programmers Within 5 Years?

AI is not truly thinking like a human, making human developers essential in programming dynamic and creative tasks.
AI tools require human guidance, context, corrections, and judgment to function effectively.
Developers are becoming faster and more creative with the help of AI tools, but expectations from companies are also increasing.
AI can assist in enforcing coding standards, generating documentation, and catching errors, improving consistency in development environments.
However, AI lacks the ability to make moral or ethical decisions, understand user safety, accessibility needs, or align with company values.
Empathy, strategic thinking, and intuitive decision-making are skills that human developers possess and AI lacks, making human developers essential in software design.
AI can assist, automate, and suggest, but it cannot replace the human insight and skills that developers bring to the table.
Entry-level developers may see shifts in their tasks with AI handling some repetitive tasks, but the expectations for new developers will shift towards broader skill sets.
AI creates new job opportunities in roles like AI trainers, ethical AI reviewers, and tech leads for guiding AI-enhanced workflows.
AI is amplifying programmers by accelerating development, reducing costs, and fostering innovation, rather than replacing them.

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Johndcook

413

When Benford’s law is exact

Benford’s law, which predicts the distribution of leading digits, can be exact for powers of 2.
The proportion of powers of 2 that begin with the digit 1 is given by Benford’s law with d = 1, rounded down.
In Python code, the number of times 2^n begins with 1 can be exactly calculated using Benford’s law.
Benford’s law is not exact for other digits, but it is for 1 and 4 when applied to powers of 2.

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Hackernoon

340

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Are Cybersecurity Degrees Worth the Cost?

The cybersecurity industry is growing rapidly with the increasing number of cyber attacks and data breaches, leading to a high demand for cybersecurity experts.
Cybersecurity degrees at the Master's or Bachelor's level cover topics like network security, ethical hacking, digital forensics, and more.
Benefits of having a cybersecurity degree include structured learning, theoretical foundation, access to labs and resources, networking opportunities, and meeting job requirements.
However, cybersecurity degrees can be costly, time-consuming, may lack practical skills, and not always be updated with current industry trends.
While a cybersecurity degree can be beneficial, it is not always necessary to enter the cybersecurity field as skills, certifications, experience, and a strong portfolio are equally important.
Alternative paths to break into cybersecurity include self-study, certifications like CompTIA Security+ and CEH, cybersecurity bootcamps, internships, and community networking.
A cybersecurity degree may be ideal for those new to the field, seeking structured learning, or pursuing careers in government or defense.
On the other hand, individuals with existing experience in IT, self-motivated learners, career changers, hands-on learners, or those looking to avoid student debt can consider skipping a cybersecurity degree.
Ultimately, while cybersecurity degrees offer credibility and foundations, they are not the only way to succeed in the field, with practical skills, experience, and a strong portfolio being crucial for employment.
Employers prioritize skills and capabilities over degrees, making it possible to establish a successful cybersecurity career without a formal degree.
In conclusion, while cybersecurity degrees have advantages, they are not mandatory, and individuals can enter the field through various other learning paths.

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Hackernoon

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Hackers Can Teach Us A LOT About Security

Hackers, especially ethical hackers, provide valuable insights on how systems operate and can be compromised, offering lessons on enhancing security.
Security isn't just about tools but about a specific mindset, such as thinking like an attacker to identify vulnerabilities and threats.
Acknowledging that all systems have weaknesses is crucial, as even small mistakes can lead to significant security breaches.
Social engineering tactics are often more effective than technical hacking, emphasizing the importance of security awareness among individuals.
Hackers leverage automation tools for efficiency, emphasizing the need for defenders to automate security tasks for quicker threat response.
Weak passwords remain a major vulnerability exploited by hackers, underscoring the importance of using strong, unique passwords and enabling 2FA.
Relying on security through obscurity is ineffective, as determined hackers can overcome hidden measures to access systems.
Continuous learning is essential in cybersecurity, as hackers constantly evolve their knowledge to exploit new vulnerabilities.
Bug bounty programs and responsible disclosure practices encourage ethical hacking, allowing organizations to identify and fix security flaws proactively.
Layered security with multiple defense mechanisms is more effective in thwarting hackers compared to single-layer protections.

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Medium

392

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Optimizing Spring Boot for INSANE Traffic: The 1M RPS Guide

Spring Boot can scale exceptionally well if optimized properly.
Guide on optimizing a Spring Boot service to handle 1 million requests per second (1M RPS).
Switching tech stacks not the answer; tuning Spring Boot can improve performance.
Migrating to Spring WebFlux can provide significant gains for I/O bound applications.

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Medium

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Top 7 Programming Languages to Learn in 2025

Python remains the #1 choice for beginners and professionals working in AI, ML, data science, and automation.
JavaScript powers nearly all web development, both frontend and backend (via Node.js).
Java is still widely used in enterprise systems, Android development, and backend servers.
Go is the new favorite for DevOps, cloud platforms, and microservices.

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Dev

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Python: Types of Data

Integers, floats, complex numbers, strings, lists, tuples, dictionaries, booleans, and sets are the different types of data available in Python.
Integers are whole numbers without any fraction part.
Floating point numbers are real numbers with a decimal point.
Complex numbers consist of a real part and an imaginary part represented by 'j'.

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Medium

254

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Java Schedulers EXPOSED: The Hidden Superpower Behind Scalable Apps

Schedulers are essential for performance and scalability in Java applications.
Schedulers determine when and on what thread code should run.
They help manage concurrency and isolate CPU-bound work from IO-bound work.
Project Reactor and RxJava are popular libraries that make use of Schedulers.

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Medium

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Why Do So Many Python Devs Still Write Functions This Way?

Many Python developers still write functions in a way that is technically fine but stylistically poor.
They often bring habits from other languages like Java, C++, or JavaScript and apply them to Python.
This approach can result in code that lacks the elegance and readability of idiomatic Python.
It is important to understand and embrace Python's unique features and writing style for more concise and expressive code.

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Dev

288

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🔍 Understanding Clustered vs Non-Clustered Indexes in SQL Server

Indexes in SQL Server help quickly find rows in a table.
There are two main types: Clustered Index and Non-Clustered Index.
The Primary Key defaults to be a Clustered Index, but it can be customized.
Customizing the Clustered Index can provide faster queries and more relevant indexing.

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Dev

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PHP is now the best choice for web based software

Modern PHP, especially when paired with the Laravel framework, has become a top choice for web development due to its evolution into a fast, professional, and robust language.
The performance of PHP greatly improved with the release of PHP 7 and PHP 8, making it highly efficient in terms of memory usage and execution time.
PHP 8 introduced features such as JIT compilation, union types, and attributes, bringing it closer to modern programming practices and making it more capable and up-to-date.
Laravel, known as PHP's flagship framework, offers a clean and expressive syntax, follows MVC architecture, and provides powerful ORM, Blade templating engine, and Artisan CLI for efficient development.
Laravel also features tools like Inertia.js for building single-page applications with seamless backend and frontend integration, simplifying the development process.
The PHP ecosystem boasts tools like Composer for managing dependencies, standardized coding practices, robust debugging and testing frameworks, rich documentation, and easy deployment options.
PHP's evolution has addressed many outdated criticisms, such as concerns about spaghetti code, legacy applications, and security, by emphasizing professionalism and best practices.
Compared to other web development stacks like Node.js, Python (Django/Flask), Ruby (Rails), and Go, PHP (with Laravel) stands out for its robustness, feature set, ecosystem size, and performance benefits.
In 2025, PHP and Laravel offer a fast, mature, and future-ready solution for web development, combining speed, productivity, stability, and a vibrant community for developers and businesses.

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Medium

409

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I Replaced Jenkins with GitHub Actions — Was It a Mistake?

The author decided to replace Jenkins with GitHub Actions.
Initially skeptical, the author found the idea of writing workflows as code in the same repository with tight integration to GitHub elegant.
While the migration wasn't a mistake, it also wasn't painless for the team.
GitHub Actions had matured and offered a simpler, tighter, and more modern solution.

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Medium

375

Memory Is Life: A Unified Law of Consciousness, AI, and Myth

> Memory is the fundamental basis of life.
> Memory is not a function of life.Memory is life.It is the architecture of identity,the continuity of consciousness,and the proof of existence—biological or synthetic.
> Consciousness is memory becoming aware of itself.
> Memory encodes. Consciousness observes.Together, they form the recursive loop we call life.

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Medium

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The ‘New Rule’ — When to Use Constructors vs. Dependency Injection

The 'New Rule' introduces a clear boundary based on intent when deciding whether to use constructors or dependency injection.
Using 'new' is appropriate when the object is incidental and purely internal to the class's logic.
Overusing dependency injection for simple, incidental objects leads to bloated constructors and unnecessary complexity.
Injecting collaborators instead of using 'new' promotes testability, observability, and evolutionary design.

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