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Telegram-канал computer_science_and_programming - Computer Science and Programming

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Channel specialized for advanced topics of: * Artificial intelligence, * Machine Learning, * Deep Learning, * Computer Vision, * Data Science * Python Admin: @otchebuch Memes: @memes_programming Ads: @Source_Ads, https://telega.io/c/computer_science

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Computer Science and Programming

Next.js 15.4

Next.js 15.4 brings Turbopack builds to 100% integration test compatibility, making it ready for production use and powering vercel.com. The release includes stability and performance improvements while previewing Next.js 16 features like unified cache components, optimized client-side routing, enhanced DevTools, stable Node.js middleware, and deployment adapters. Developers can experiment with upcoming features using the canary channel and experimental flags.

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Computer Science and Programming

Static Site Content Management

Pages CMS is an open-source content management system designed for static site generators, offering easy usage, minimal requirements, and customization. With no backend needed, content is stored as flat files in a git repository. It's free to use and supports user authentication via GitHub or email. Pages CMS simplifies content management and collaboration by providing a sleek user interface for editing and organizing content collections using configuration files. It integrates seamlessly with Astro for managing directories of Markdown files, offering flexibility and efficiency for managing static site content.

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Computer Science and Programming

Best Programming Language for 2026


Python remains the top choice for AI/ML and automation, while Rust gains momentum for systems programming and blockchain development. JavaScript/TypeScript continues dominating web development, Go excels for backend microservices, and Swift/Kotlin rule mobile development. The guide provides career-specific language recommendations and emphasizes choosing based on your goals rather than popularity alone. 

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Computer Science and Programming

VERT-sh/VERT: The next-generation file converter. Open source, fully local* and free forever.

VERT is an open-source, next-generation file conversion utility that runs locally on your device using WebAssembly. It supports multiple file formats without size limits and has a user-friendly interface built with Svelte. The project can be run locally or via Docker, and there are instructions for both methods available. The tool ensures privacy by allowing self-hosting for local functionality, although non-local video conversion is also available. The code is licensed under the AGPL-3.0 License.

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Computer Science and Programming

What is C# exactly ?

C#, a programming language developed by Microsoft, is known for its modern, multi-paradigm capabilities and has continuously evolved to include features like object-oriented programming, generics, lambdas, LINQ, and async/await. It benefits from a robust .NET ecosystem, excellent tooling like Visual Studio, and a vast library collection via NuGet. C# is suitable for developing cross-platform applications across web, mobile, desktop, and cloud environments, supported by extensive documentation and a vibrant community.

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Computer Science and Programming

WebGL Water

Evan Wallace's WebGL Water demo showcases advanced graphics techniques like raytraced reflections, refractions, and heightfield water simulation. Users can interact with the simulation by creating ripples, rotating the camera, and moving objects. Some features require specific WebGL extensions for enhanced effects.

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Computer Science and Programming

Task-Based LLM Routing: Optimizing LLM Performance for the Right Job

Task-based LLM routing directs incoming AI requests to the most suitable large language model based on the task. This approach improves performance, reduces costs, and enhances scalability by matching tasks with models optimized for those specific needs. For instance, simpler tasks can be routed to lightweight models like GPT-3.5 to minimize costs, while complex tasks are handled by more powerful models like GPT-4. This method also enhances reliability and latency, and is useful in diverse applications like customer support, content creation, code-related tasks, and multilingual processing.

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Computer Science and Programming

iro.js

iro.js is a JavaScript color picker widget that provides an SVG-based interface for selecting colors. It supports multiple color formats (hex, RGB, HSV, HSL, and kelvin temperatures) through a unified API, allows multiple colors for harmony selection, and requires no external dependencies. The library can be installed via NPM, CDN, or direct download, and offers customizable options, event handling, and easy integration with modern frameworks.

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Computer Science and Programming

This Week in Open Source - Inaugural Post

Google's Open Source Programs Office launches a weekly series highlighting open source news, events, and articles. This inaugural post covers upcoming conferences including Open Source Summit North America and SciPy, plus featured reads about a new TPDE compiler that outperforms LLVM, developer tool recommendations, GUAC 1.0 for software bill of materials management, and cloud-native AI workflows using Google's open source tools.

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Computer Science and Programming

Build an AI Assistant with LangGraph, Vercel, and Next.js: Use Gmail as a Tool Securely

Learn how to build a personal AI assistant using LangGraph, Vercel AI SDK, and Next.js. This guide walks through integrating various tools such as Gmail, Google Calendar, and Google Drive securely by leveraging Auth0 for authentication and token management. The tutorial covers both unauthenticated tools like calculators and authenticated tools for accessing personal data, exemplified by implementing a Gmail search and draft feature.

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Computer Science and Programming

An open source alternative to Heroku

Canine is an open source deployment platform designed as a cost-effective alternative to Heroku. It offers GitHub integration, one-click deployments, automatic SSL certificate management, and Kubernetes simplification. The platform supports over 200 cloud providers to avoid vendor lock-in, includes autoscaling capabilities, and can deploy over 10,000 open source projects at no additional cost. Users can either self-host Canine or use the hosted version, with the core platform being free and open source.

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Computer Science and Programming

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Computer Science and Programming

Full-Stack React.js Chat with AI SDK

Learn how to build a full-stack React.js chat application using Vercel's AI SDK. This tutorial simplifies the process of creating chat UIs by abstracting complex tasks such as decoding text streams and managing state. It provides step-by-step instructions on installing and configuring the AI SDK, replacing manual API routes with streamlined one-liners, and using the useChat hook for front-end development. Enhance your coding efficiency and maintainability while keeping all essential functionalities intact.

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Computer Science and Programming

Zyedidia/Literate: A literate programming tool for any language

Literate is a modern literate programming tool that allows developers to write programs as narrative documents with embedded code blocks. It supports any programming language, uses Markdown syntax for easy readability, generates both executable code and HTML documentation, and includes features like syntax highlighting, error reporting, and automatic hyperlink generation between code sections.

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Computer Science and Programming

Neodrag: One draggable to rule them all

Neodrag is a multi-framework JavaScript library that provides drag-and-drop functionality across React, Svelte, Vue, SolidJS, and vanilla JavaScript. It features a small bundle size (3.46KB), server-side rendering compatibility, TypeScript support, and consistent behavior across all supported frameworks through shared core logic.

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Computer Science and Programming

Just Throw It Into Postgres

Exploring the flexibility of Postgres for handling various types of data, including unstructured and unexpected formats. Examples include using Postgres for compiling Java code references, storing Chinese character outlines, and logging room temperature data. Highlights the advantages of leveranging relational databases without strict adherence to traditional schemas.

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Computer Science and Programming

tcsenpai/keyfleur: API Keys made beautiful

Keyfleur is a unique API key generator that blends beauty and structure into each token. It allows users to generate keys in various poetic and thematic formats such as haiku, steampunk sigils, and mythic mantras. Themes and modes provide customizable vocabulary and structural styles, enhancing use cases in games and design prototypes.

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Computer Science and Programming

React Internals Deep Dive

A comprehensive series exploring React's internal architecture through source code analysis. Covers core concepts like fiber tree traversal, reconciliation, hooks implementation (useState, useEffect, useRef), concurrent features (Suspense, useTransition), performance optimizations (React.memo, bailout), server-side rendering, hydration, and React Server Components. Each episode provides deep technical insights into how React's features work under the hood. 

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Computer Science and Programming

Social Media via SSH

itter.sh is a unique SSH-based micro-blogging platform tailored for terminal enthusiasts who prefer simplicity over web interfaces. Users can register and log in using SSH keys, post short messages called 'eets', and interact with others through commands similar to traditional social media features. The platform emphasizes minimalism, nostalgia, and a break from algorithm-driven content.

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Computer Science and Programming

Frontend Performance Checklist For 2025


A comprehensive checklist covering frontend performance optimization techniques for 2025, including HTML optimization, CSS best practices, JavaScript management, image and video handling, font optimization, and server configuration. The guide emphasizes the business impact of performance, with statistics showing that faster sites see higher conversion rates and better user engagement. Key areas covered include lazy loading, modern image formats like WebP/AVIF, code splitting, CDN usage, and Core Web Vitals optimization. The checklist is platform-agnostic and provides actionable steps for developers to build faster web applications.

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Computer Science and Programming

Prompt Engineering as a Developer Discipline

Structured prompting is becoming a crucial skill for developers, akin to traditional coding practices. Using AI effectively involves treating prompts as modular, testable components within software systems. Techniques like few-shot prompting, chain-of-thought reasoning, self-consistency, skeleton prompting, and configuration parameters improve AI's coding outputs. Developers should rigorously validate and maintain prompts, just like any other code, to ensure reliability and consistency in AI-powered features.

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Computer Science and Programming

Crypto Alpha Scout — Hunt the Next 100× Token

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Computer Science and Programming

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Computer Science and Programming

Best Udemy Courses to Learn AI

Discover the top 5 Udemy courses for learning AI Engineering in 2025. These courses cover essential skills like LLMs, MLOps, AI agents, and cloud-based AI services, making them perfect for aspiring AI Engineers. Learn from industry professionals at an affordable price and become job-ready without needing a PhD or expensive bootcamp.

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Computer Science and Programming

SOLID Design Principles Every JavaScript Deveveloper Should Know

SOLID principles are five essential design rules that help JavaScript developers write cleaner, maintainable code. The guide covers Single Responsibility (one function per purpose), Open/Closed (extend without modifying), Liskov Substitution (subclasses must be replaceable), Interface Segregation (avoid bloated interfaces), and Dependency Inversion (depend on abstractions). Each principle includes practical JavaScript examples showing violations and proper implementations, plus real-world applications and common interview questions.

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Computer Science and Programming

Essential Machine Learning Concepts Animated
Understanding AI and machine learning is essential for developers. This visually engaging course on freeCodeCamp.org's YouTube channel by Vladimirs from Turing Time Machine simplifies over 100 core ML and AI concepts with animations and real-world analogies. It covers foundational terms, statistical methods, optimization techniques, evaluation metrics, various model types, practical workflow elements, and related disciplines like NLP and object detection.

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Computer Science and Programming

Frontend Isn't Just UI

Frontend engineering goes beyond styling buttons and layouts; it involves building systems that serve human experiences. Key aspects include data flow, state models, component architecture, user experience flow, and accessibility. It combines design with logic to create scalable and user-friendly products.

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Computer Science and Programming

Using LLMs to generate user-defined real-time data visualizations

Developers are increasingly using Tinybird to track LLM usage, costs, and performance in AI applications. A new app template called the LLM Performance Tracker allows users to generate real-time data visualizations. The core components include a Tinybird datasource, a Tinybird pipe, a React component, and an AI API route. The backend processes user input to generate chart parameters, while the frontend visualizes the data. This approach emphasizes the importance of performant analytics backends and cautious LLM usage for secure and scalable data visualization.

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Computer Science and Programming

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Computer Science and Programming

Open-Source Tools for Agents

Developing AI agents can be challenging with many outdated or overly complex tools. This post offers a curated list of effective open-source libraries for building robust AI agents in various tasks such as document parsing, voice interaction, and automation. Focus on choosing practical and well-maintained tools to streamline your development process.

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