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

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The Simple Habit That Saves My Evenings

Software engineers often get caught in productive flow at the end of the workday, leading to overwork and wasted evenings. Instead of pushing through to completion, write down your next steps and action plan before leaving work. This practice clears your mind, maintains work-life balance, and allows you to return refreshed with a clear plan the next day.
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All-in on Omarchy at 37signals
37signals is transitioning their Ops and Ruby programming teams to Omarchy, their own Arch-derived Linux distribution, over the next three years. DHH argues that Linux provides superior control over your computing destiny compared to closed-source operating systems like macOS or Windows. While acknowledging some efficiency gaps, particularly in battery life with Framework laptops, he views this as a worthwhile trade-off similar to the sacrifices made during Mac's pre-Apple Silicon era. The move represents an exciting adventure for the company, with Omarchy already becoming DHH's favorite computing environment.
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Noxionite: The most beautiful blog made with Notion
Noxionite is a free, open-source engine that transforms Notion pages into fast, beautiful blogs. It features graph view, automatic social images, multi-language support, and glassmorphism design, making it easy to create professional blogs directly from Notion content.
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I tried out Kiro: Here’s what I learned
Kiro is AWS's new AI-powered IDE that introduces a spec-driven development workflow, requiring developers to define requirements and designs before code generation. Unlike traditional AI coding tools that rely on vague prompts, Kiro structures the development process through three phases: requirements, design, and implementation planning. The author tested Kiro by building a retro Tetris game and adding multiplayer functionality, finding that the structured approach produces more reliable results than typical 'vibe coding' sessions. Kiro also features agent hooks for automating repetitive tasks and positions itself more as an engineering assistant than a simple coding copilot.
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Julien-cpsn/desktop-tui: A desktop environment without graphics
Desktop-TUI is a Rust-based terminal user interface that creates a desktop environment without graphics, similar to tmux. It allows users to parse shortcut files, display applications through stdout, move and resize windows, change tiling options, and handle file/folder selection for command arguments. The project uses ncurses backend and supports TOML configuration files for defining application shortcuts with customizable positioning and padding.
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A Farewell to Consoles
DataGrip 2025.3 replaces query consoles with query files to improve workflow consistency. The change addresses longstanding issues where consoles lived outside project structure, were hard to find, and had limited context switching capabilities. Query files are now stored in a visible project folder, support full file operations, and maintain database context with improved visual indicators. Existing consoles will be migrated automatically with a one-release transition period
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TibixDev/winboat: Run Windows apps on 🐧 Linux with ✨ seamless integration

WinBoat
is an open-source tool that enables running Windows applications natively on Linux systems through virtualization and containerization. It provides seamless integration with the Linux desktop environment, automated installation processes, filesystem sharing between Windows and Linux, and supports running both individual Windows apps and the full Windows desktop experience. The project is currently in beta and requires KVM virtualization, Docker, and specific system resources to function properly.
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Omarchy micro-forks Chromium
37signals created a micro fork of Chromium for their Omarchy Linux distribution to add live theming functionality. The modified browser is now available through the Arch User Repository, demonstrating how open source enables anyone to customize major software projects with the right skills and motivation.
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An engineer's perspective on hiring
The current hiring process for software engineers is fundamentally broken, wasting valuable time for both candidates and companies while failing to effectively distinguish between genuinely skilled developers and those relying on AI assistance. The traditional interview methods need significant reform to address these modern challenges and create a more efficient, accurate evaluation system.
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Introduction
Reka UI is an open-source UI component library for building accessible and customizable design systems and web apps using Vue.js. It emphasizes accessibility, customization, modularity, flexible state management, developer-centric experience, and performance. Reka UI is the evolved version of Radix Vue, adhering to principles that enhance user interaction and developer ease. The components are unstyled, allowing developers to style them with any CSS solution.
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What's next for manager.dev and for me
An engineering director shares his 8-month career break experience, exploring entrepreneurship through indie products and startup ventures. After trying to build a parenting app, creating a newsletter monetization strategy, and co-founding a BigQuery analytics startup, he discovered his preference for stability over risk and team collaboration over solo work. He's now returning to full-time engineering management while continuing his newsletter for engineering managers and taking on an evangelist role at a YC startup.
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You Don't Need Animations
lobsters

Animations should serve a clear purpose rather than being added for decoration. Key considerations include frequency of use (high-frequency interactions should avoid animations), speed (UI animations should stay under 300ms), and user goals. Examples demonstrate how purposeful animations can explain features, provide feedback, or improve perceived performance, while unnecessary animations can slow down workflows and frustrate users.
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The Tech Job Meltdown

The massive tech layoffs since 2023 aren't primarily due to AI, overhiring, or economic downturns, but rather a tax policy change. Section 174 of the Tax Cuts and Jobs Act eliminated the ability to immediately deduct R&D expenses, forcing companies to amortize them over 5-15 years instead. This created immediate cash flow problems and higher tax bills for tech companies, leading to over 500,000 layoffs. The policy was designed to offset corporate tax cuts in 2017 but has driven companies to move R&D operations overseas and cut US-based engineering jobs. The change particularly hurt startups and growth companies that relied on R&D write-offs to manage their tax burden while investing in innovation.
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Storybook is going ESM-only
Storybook 10 is transitioning to ESM-only builds, eliminating dual CommonJS/ESM support to reduce package size by 15%, simplify maintenance, and align with JavaScript ecosystem standards. The change requires Node.js 20.16+ and valid ESM configuration files, but maintains backward compatibility for most addons. This move follows years of ecosystem preparation and recent Node.js improvements that enable smoother ESM adoption.
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Announcing Aspire 9.5
Aspire 9.5 introduces a preview 'aspire update' command for automatic upgrades, single-file AppHost support that eliminates the need for project files, enhanced dashboard with multi-resource console logs and GenAI visualizer, and new integrations for OpenAI, Azure Dev Tunnels, and YARP static file serving. The release focuses on simplifying the developer experience for building distributed applications.
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My first 6 hours with Rust
A beginner's exploration of Rust fundamentals after 6 hours of learning, covering key concepts like ownership, borrowing, structs, enums, and memory management. The author compares Rust's unique ownership system to Java's garbage collection, explains how references work with borrowing rules, and demonstrates practical examples of data structures and method implementations. The post highlights Rust's safety guarantees through compile-time checks and its approach to modularity with default privacy.
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A New Era Β· React Native

React Native 0.82 marks a major milestone by exclusively running on the New Architecture, removing support for the Legacy Architecture. The release introduces experimental Hermes V1 with performance improvements (up to 9% faster bundle loading), upgrades to React 19.1.1 with full owner stacks support, and implements DOM Node APIs for web-like tree traversal. Additional features include Web Performance APIs in canary, an optimized debug build type for Android that runs at 60 FPS versus 20 FPS in standard debug mode, and improved error reporting for uncaught promise rejections.
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Kodit 0.5: All Things Git
Kodit 0.5 introduces a major architectural shift from directory-based to Git-based domain modeling, enabling incremental indexing and better repository version handling. The release includes LiteLLM integration for multiple embedding providers, a refactored queue-based indexing pipeline with status endpoints, and database performance improvements. Breaking changes include database schema restructuring and removal of auto-indexing commands. Future plans include repository-specific enrichments for users, developers, and readers, plus a user interface and expanded indexing capabilities beyond code.
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Why We Created Turso, a Rust-Based Rewrite of SQLite
Turso is a Rust-based rewrite of SQLite designed to address modern development needs while maintaining compatibility. SQLite's single-writer architecture, synchronous design, and limited extensibility create bottlenecks for high-throughput writes, real-time applications, and modern features like vector search and CDC. Turso introduces asynchronous I/O, concurrent writes through MVCC, native encryption, vector search, CDC support, and live materialized views. The rewrite enables SQLite-like simplicity with architectural improvements for edge computing, AI agents, and streaming analytics while fostering an open contribution model with over 150 contributors.
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