#Linux ops
311 related articles
·3 min
Semantic Code Diff, In-Database Workflows & Mac-Native Containers: Open Source Projects Worth Watching This Week
This week's roundup covers five open source projects: SAM semantic code diff boosting AI Agent accuracy 2.3x, Microsoft's PG Durable for PostgreSQL workflows, Apple Container, Mattermost, and Extend UI.
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·3 min
5 Ways to Deploy LLMs Locally: From Getting Started to Production
A complete guide to 5 local LLM deployment methods: LlamaCPP, Ollama, LM Studio, vLLM/SGLang, and MLX-LM — from personal dev to production environments.
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·3 min
Claude Code Installation Guide & The Five Stages of AI Programming Tools Explained
Complete Claude Code installation guide with the five stages of AI programming tools, from manual coding to agents. Learn 0-to-1 project building and 1-to-100 iteration challenges.
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·3 min
Gemma 4 Open-Source Model Local Deployment Guide: Ollama Installation & Mobile Setup
Step-by-step guide to deploying Google's Gemma 4 open-source model locally with Ollama and running the lightweight version on mobile with tool calling support.
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·3 min
Claude Code Local Deployment: A Practical Guide to Connecting Local LLMs
Complete guide to deploying Claude Code locally with Ollama, LM Studio, or vLLM. Covers architecture, protocol translation, hardware requirements, and model selection for zero-cost, private AI coding.
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·3 min
Hands-On AI Programming for Beginners: Three Projects to Take You from Zero to Launch
Learn AI programming from scratch with three hands-on projects: a full-stack website, cross-platform desktop app, and AI digital human agent using Cursor and Claude Code.
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·2 min
Claude Code Deep Dive: A Comprehensive Review of Code Accuracy, Context Understanding, and Automated Debugging
Deep dive into why Claude Code is called the strongest AI coding assistant — analyzing code accuracy, full project context understanding, and automated debugging vs. Cursor, Trae, and Copilot.
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·3 min
HiClaw Open-Source Multi-Agent Collaboration System: A New Paradigm for Human-AI Collaboration Based on the Matrix Protocol
Deep dive into HiClaw, an open-source multi-Agent OS built on the Matrix protocol for transparent, controllable human-AI task coordination with Human-in-the-Loop design.
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·3 min
Codex Loop Patterns: The Paradigm Shift of AI Agents from One-Shot Tasks to Continuous Loops
Deep dive into Boris Cherny's AI agent loop patterns: loop workflow elements, loop contracts, four practical loops (PR Babysitter, CI Health, Deploy Verification, Feedback Clustering), and failure prevention strategies.
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·3 min
GitHub Beginner's Guide: Common Questions and Practical Answers for Newcomers
Comprehensive GitHub FAQ for beginners covering Git vs GitHub, repository basics, branching and merging, plus practical tips to quickly get started with version control and collaboration.
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·3 min
Codex MCP Getting Started Guide: Configuration Methods and Practical Applications Explained
A detailed guide to Codex MCP (Model Context Protocol): core concepts, two server types, configuration methods, and practical applications to help developers get started quickly.
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·3 min
Cursor Installation & Core Features Explained: A Zero-Experience Guide to AI Programming
A detailed guide to installing Cursor AI code editor, understanding its interface layout, and mastering its three core modes (Ask, Agent, Plan) for zero-experience AI programming with natural language.
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·2 min
CodeGraph: Give Your Coding Agent a Code Map, Save 47% Tokens
CodeGraph is an open-source project with ~40K GitHub stars that uses Tree-sitter to build a local queryable code map, helping Claude Code and Cursor reduce 47% token usage and 58% tool calls.
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·3 min
Six AI Coding Tools Compared: Claude Code and Cursor Lead the Pack
In-depth comparison of six AI coding tools in 2026: Claude Code, Cursor, Codex, Trae, Qoder, CodeBuddy. Analyzed across Agent capabilities, IDE experience, and team collaboration with scenario-based recommendations.
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·4 min
Full-Stack Development in a Todo App: 35 Core Technologies Every Programmer Should Know
Using a todo app's full development lifecycle as a guide, this article covers 35 core full-stack technologies from frontend to backend, databases, DevOps, cloud deployment, and scaling architecture.
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·3 min
Claude Code Status Ambient Light: A Traffic Light System for Real-Time AI Programming Status
Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
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·3 min
Vibe Coding for Absolute Beginners: Let AI Be Your Personal Programmer
A beginner's guide to Vibe Coding: learn the core philosophy, set up Miniconda virtual environments, and use natural language to let AI write code for you — no programming experience required.
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·3 min
A Beginner's Guide to Vibe Coding: Turning Product Ideas into Reality with AI Programming — No Coding Experience Required
Vibe Coding lets non-technical people build products using natural language and AI. Learn the core concepts, virtual environment setup, and practical tips to start AI programming from scratch.
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·3 min
Codex Beginner's Guide: Lessons Learned from 660 Million Tokens of Real-World Usage
Deep dive into OpenAI Codex Agent's core features, Skill ecosystem, context compression, and project-level Harness management tips from 660M tokens of real-world usage.
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·3 min
rsync Hit by AI Code Invasion: 36 Commits Trigger Open Source Infrastructure Trust Crisis
After rsync maintainer used Claude AI for 36 code commits, incremental backup functionality broke. Alpine Linux and Debian discuss rollbacks, exposing deep tensions between AI code quality and open source maintenance.
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