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C++ Outperforms All Programming Languages Even in 2025!

C++ maintains its dominance in the software field for performance-critical applications.
Ranked second in the TIOBE Index, C++ offers exceptional performance and control over system resources.
Compiles into machine code for high run-time performance in critical applications.
Enables fine-tuning of performance with low-level control over system resources.
Evolved with new standards like C++ 14, C++ 17, and C++ 20, adding powerful features.
Modern features such as smart pointers, lambda expressions, and concepts enhance code safety and readability.
Boasts a rich ecosystem with mature tools and libraries like QT, OpenCV, OpenGL, and STL.
While Rust and Python gain popularity, C++ remains a top choice for performance and control.
Continuously evolving, C++ remains highly in-demand in 2025 for performance-critical applications.
C++ is considered the backbone of the performance-critical industry and applications.
Other languages offer advantages for specific use cases, but C++ is consistently adopted for its benefits.
C++ empowers a strong and growing ecosystem with its capabilities.
The industry relies on C++ for critical and high-performance applications.
C++ remains unrivaled in its dominance and performance even in 2025.
C++'s evolution and strong ecosystem contribute to its continuous adoption in the industry.

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Medium

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I Built an AI That Writes and Posts My Dev Journey So I Can Focus on Building

Building in public can be powerful but challenging, as consistency in sharing progress can be difficult to maintain.
To address this challenge, the individual created AutoBuild.io, an AI-powered tool that automates the process of sharing development updates on social media platforms.
AutoBuild.io reads GitHub commits or Notion updates, generates social media content using OpenAI, and posts them on platforms like Twitter, Facebook, or Instagram.
The tool is designed for developers, indie hackers, and creators who wish to build their personal brand and attract an audience while focusing on product development.
AutoBuild.io utilizes Python for the backend, HTML, CSS, JavaScript for the frontend, OpenAI GPT-4o for content generation, and integrates with GitHub and Notion to track progress.
Features of AutoBuild.io include Google sign-in, a dashboard for post editing and previewing, GitHub + Notion progress sync, auto-posting to various platforms, post analytics, and subscription plans.
The creator plans to open beta tester slots soon, offering early access and influence over features to interested individuals.
Lessons learned include the importance of solving one's own problem first, prioritizing feedback over perfection, clarity in AI-generated content, and recognizing the talent in Nigeria for tech innovation.
Future plans for AutoBuild.io include final testing on payments and post scheduling, refining AI tones for different platforms, and preparing for the official launch.
The tool aims to help individuals stay consistent in sharing their development journey by automating the posting process, allowing them to focus on building.

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Self-Learning-Java

358

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How to create custom Grafana Dashboard?

The article is a continuation of configuring Prometheus with monitoring targets such as Prometheus, Grafana, and Node Exporter.
It covers creating a custom dashboard in Grafana using metrics collected by Prometheus to visualize CPU usage, memory, and system-level insights.
Steps include accessing Grafana, creating a new dashboard, selecting data sources, writing queries, customizing visualizations, and saving the dashboard.
The guide explains how to add panels, set legends, resize panels, categorize panels, work with different metrics, and rearrange rows in the dashboard.
It provides detailed instructions on creating visualizations for metrics like HTTP requests, memory statistics, CPU stats, and more.
The article concludes by showcasing the final customized dashboard and encourages readers to explore and experiment further.

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PlanetPython

101

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Armin Ronacher: My First Open Source AI Generated Library

Armin Ronacher evaluated different models for generating XML versus JSON and faced issues with models returning invalid XML.
Ronacher required a sloppy XML parser and asked Claude, the AI, to develop a proper XML library from scratch.
The AI created a parser with 1100 lines of code, 1000 lines of tests, CI setup, PyPI publishing setup, a logo design, reconfigurations, and more.
The result, 'sloppy-xml', is on GitHub and PyPI, with Ronacher highlighting it as an experiment rather than a recommended practice for serious Open Source libraries.

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Dev

418

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# SandboxAQ Releases Massive Synthetic Molecule Dataset to Accelerate AI Drug Discovery

SandboxAQ, an AI and quantum tech startup, released a large-scale dataset of synthetic 3D molecular structures for drug discovery.
The dataset contains over 5.2 million conformers with diverse chemical scaffolds to aid in training ML models for predicting drug-target interactions.
It includes 3D atomic coordinates, protein binding affinity, chemical class labels, and structural metadata for geometric deep learning models.
SandboxAQ collaborated with pharma partners and used quantum and AI simulations to create accurate 3D conformers for common therapeutic targets.
Developers can integrate the dataset with graph neural networks, transformer-based models, and molecular docking software.
Modelers can train regression or classification models to predict bioactivity and other properties using the structural information.
This release signifies a significant synthetic dataset for AI-powered drug discovery to reduce failures and prioritize promising leads.
The dataset is open for academic and non-commercial research, with potential expansion for industry users via subscription.
SandboxAQ plans to introduce benchmarks for protein-ligand prediction tasks based on this dataset in the future.

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Medium

113

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Stop Paying for SaaS Tools — I Built a $0 Tech Stack With Just PostgreSQL

The author shares their frustration about rising costs of various SaaS tools they were using, totaling 23 services and feeling like paying protection money to the SaaS industry.
They had an idea to leverage PostgreSQL's extension system to handle functionalities previously reliant on paid tools, such as authentication, AI features, and session caching.
PostgreSQL's extensions like pg_cron, pgvector, and pg_graphql allow for features like cron jobs, vector search, and real-time events without the need for separate services.

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Medium

354

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Create Stunning Videos Effortlessly with AI

Advancements in technology have made video creation more accessible.
Revio: The Future of AI Video Creation allows users to transform images into lifelike videos without technical skills.
Revio offers benefits such as realistic emotions, lip-sync, and movements in created videos.
Users find creating captivating videos with Revio to be a seamless and easy process.
Success stories include users earning substantial amounts, like John making $500 in his first week.
Revio provides top filmmakers' technology to users, enabling profitable video creation.
Users have sold videos for up to $497, enhancing their marketing and advertising strategies.
Revio streamlines the video creation process by saving time and cutting costs.
The tool eliminates the steep learning curve associated with other video creation programs.
Revio empowers individuals without advanced skills to create engaging videos and potentially generate income.
The platform is suitable for social media enhancement, marketing services, and exploring creativity.
Revio offers limitless possibilities for enhancing content quality and audience engagement.
AI technology tools like Revio make video creation accessible for individuals entering the field.
Revio is a solution for individuals seeking to elevate their video creation endeavors.
Whether improving social media presence, marketing services, or exploring creativity, Revio provides exciting video creation opportunities.

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Medium

The Day I Broke the Code (and What It Taught Me About Building Better Ones)

The author shares an experience of breaking a code and emphasizes the importance of building resilient systems over writing perfect code.
Programming is about creating systems that can withstand failures, and the mindset to handle setbacks is crucial.
The author now designs solutions with the expectation of failures, understanding that they are part of the process.
Embracing bugs, crashes, and errors at odd hours is seen as checkpoints on the journey of programming.
The message conveyed is to build not just for success, but also for scenarios when success fails.
The article highlights that resilience, curiosity, persistence, and a refusal to give up are key qualities in programming.
The experience mentioned has taught the author to approach coding with a mindset that can adapt to challenges.

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Medium

252

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Building My Own Workflow Automation Framework in Python

The author developed a core loop in Python to listen for events and dispatch them, akin to a personalized 'Zapier'.
Utilizing watchdog, the framework reacts immediately when a file is added to a folder, eliminating the need for polling.
The framework replaced crontab setups, consolidating all automation tasks within a unified Python process.
Features include sending Slack notifications via Webhooks and writing to Excel with openpyxl.
An addition for responding to low-priority emails was incorporated, enhancing productivity when combined with IMAP polling.
A lightweight Flask interface was integrated, allowing manual triggering of workflows through '/trigger' using tools like Postman or dashboards.
This setup enables retries, debugging, and the generation of weekly activity reports for enhanced efficiency.
The entire system can be run as a single container, easily restarted with Docker Compose, ensuring no dependency-related concerns.
The framework empowers users with total ownership and has significantly boosted the author's productivity with Python.

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Dev

396

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CRUD Lies: Hidden Pitfalls of Simple Updates

CRUD (Create, Read, Update, Delete) operations might seem simple, but they can hide pitfalls like lost data from race conditions, lack of audit trails for critical changes, and hidden coupling between features.
The illusion of atomicity with UPDATE operations can lead to lost updates due to race conditions.
Solutions include using database locks or optimistic concurrency to prevent lost updates.
The vanishing history problem arises when apps lack proper logging of data changes, causing issues in tracking changes.
Solutions involve implementing event-driven sidecars or Change Data Capture (CDC) tools to track database changes effectively.
The dependency time bomb problem occurs when a seemingly simple column update triggers unexpected side effects due to callbacks.
Solutions include using explicit workflows or event-driven decoupling to manage callbacks more effectively.
The phantom update problem arises when UPDATE operations affect more columns than intended, leading to data discrepancies.
Solutions involve using partial updates or strict column lists to control which columns are updated.
Using CRUD is suitable for scenarios like simple admin dashboards, internal tools without audit needs, and early-stage prototypes where 'last write wins' is acceptable.
It is recommended to add auditing, replace callbacks with services, and measure impact before fully embracing event-driven architectures.

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Dev

181

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Your Web Apps Are OBSOLETE! This PWA + React + PHP Combo Changes EVERYTHING!

Progressive Web Apps (PWAs) are revolutionizing the digital landscape by blending the reach of the web with the features of native applications.
PWAs are reliable, fast, and engaging, offering instant loading, smooth interactions, and app-like features like push notifications.
React, known for its component-based architecture and virtual DOM, is ideal for creating rich user interfaces in PWAs.
React's ecosystem support, such as service workers and web app manifests, simplifies PWA development.
PHP complements React in PWAs by excelling in API development, database management, and server-side logic.
PHP, alongside React, ensures a clean separation of concerns in frontend and backend operations for scalable applications.
The synergy between React (frontend) and PHP (backend) involves React handling user interactions while PHP processes data and business logic.
Proper CORS configuration is crucial for React to securely communicate with a PHP backend in a PWA setup.
This PWA, React, and PHP combination allows for fluid user interactions, efficient API calls, and seamless data processing.
By leveraging the strengths of PWAs, React, and PHP, developers can build high-performance web applications that prioritize user experience.
Understanding how these technologies work together can lead to innovative web experiences that excel in performance and user satisfaction.
The alignment of PWAs, React, and PHP isn't just a concept but a practical approach to developing modern web applications that are future-proof.

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Medium

122

Architecting Scalable Microservices for Security-Critical Applications

Architecting microservices for security-critical applications involves handling real-time telemetry, compliance scans, and threat detection tasks.
High availability is crucial to prevent exposure or financial loss, with traceability being essential for audits and compliance.
Core design principles include avoiding synchronous chains between services and utilizing messaging systems for resilience.
Tenant isolation is key, requiring data to be isolated across various layers for multi-tenant platforms.
Zero trust between services is emphasized, employing mTLS, token-based authentication, and access controls for strong security boundaries.
Idempotency and replayability are important for security systems to ensure verifiable operations and audit trails.
Observability is critical, with structured logs, distributed tracing, and real-time metrics being foundational for operational maturity.
Successful usage metering framework for a SaaS security platform involved streaming billions of data points with a scalable, fault-tolerant architecture.
Common pitfalls to avoid include tight coupling between services, underestimating compliance overhead, ignoring failure modes, and building one-size-fits-all services.
Architecting for security-critical applications requires balancing scalability, compliance, and reliability while considering accountability, traceability, and trust.

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Medium

283

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Why AI Might Replace Your Job: A Quiet Shift We Might Not Be Ready For

Artificial intelligence is gradually entering various aspects of our lives, including jobs once considered safe from automation.
AI systems like ChatGPT and other machine learning tools are now handling tasks such as writing, customer support, accounting, coding, and legal research.
The integration of AI is often subtle and continuous, gradually improving in efficiency without drawing attention.
There is a possibility that jobs may fade or undergo significant transformations without making much noise, impacting who gets to work in the future.
The focus on speed and cost reduction in major corporations is a driving force behind the adoption of AI technologies in various industries.

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Medium

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Why Conditional Statements Are the Brains of Your Code

Conditional statements in coding allow for decision-making based on evaluating conditions.
The common conditional statements in JavaScript include if, else, else if, ternary operator, and switch.
The if statement is the simplest form and can be expanded with else and else if for multiple conditions.
The ternary operator is used as a shortcut for simple if-else statements.
The switch statement is suitable when working with fixed categories like gender, country, or weather conditions.
JavaScript can interpret values as true or false, known as truthy and falsy values.
Conditional statements enable apps to make decisions based on user input, data, or time.
They allow tailored responses for different scenarios, improving user experience (UX) with meaningful messages.
Choosing the right conditional structure can enhance app efficiency.
Conditional statements are crucial for various applications including exam portals, online stores, and signup forms.
They make software intelligent, human-like, and helpful, enhancing the user interaction.

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Dev

210

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Operations Order with Asynchronous JavaScript

JavaScript's Event Loop allows handling asynchronous operations without blocking the main execution thread.
Understanding the correct order of logs in scenarios involving synchronous and asynchronous operations is crucial for JavaScript developers.
The popular problem of determining log order in a given code snippet involves console.log, setTimeout, and Promises.
The expected order for the given code snippet is: First, Fourth, Third, Second.
Despite code order, asynchronous operations like setTimeout and Promises are processed based on JavaScript's event-driven model.
console.log('First') is a synchronous operation executed immediately.
setTimeout is asynchronous and scheduled in the Callback Queue after the synchronous code.
Promises are part of the Microtask Queue and have higher priority than Macrotasks.
The 'Third' log from the Promise is handled once the current synchronous code finishes.
console.log('Fourth') is another synchronous operation executed after the Promise.
Operation order in JavaScript involves synchronous code execution, draining of Microtask Queue, and processing Macrotasks.

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