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Needle is a 26M-parameter tool-calling model. Learn how to replace Gemini with Ollama for local training data generation and fine-tune on a single GPU, achieving 96.7% F1 — ideal for edge AI deployment.

Step-by-step guide to deploying Hermes Agent on Windows via WSL: covers Ubuntu setup, MiniMax model config, web UI, WeChat integration, and key pitfalls to avoid.

A step-by-step guide to building a personal brand website with Claude Code AI and deploying it on a ¥99 Alibaba Cloud server — covering Git, Nginx, and automation scripts.

A complete guide to reproducing GitHub projects from scratch: due diligence, virtual environments, dependency installation, script interpretation, and breakpoint debugging — helping grad students and junior developers run others' code efficiently.

A complete guide to self-hosting Dify, the open-source AI platform: environment setup, Docker Compose deployment, LLM integration, and app building. Runs on just 2 cores and 4GB RAM.

Step-by-step guide to deploying Dify locally using BT Panel, covering VM setup, Ubuntu configuration, and Docker deployment for a private AI dev platform.

Learn Git from scratch and master the 6 most essential commands for AI-assisted programming. Solve the pain of AI breaking your code with proper version control.

Real-world testing of local AI coding models Qwen 3 Coder Next and Qwen 3.6 on Excalidraw and Warp terminal codebases, comparing against cloud Opus for compliance-restricted scenarios.

Learn how to set up GitHub Actions CI for ESP32 projects using AI. Leverage ESP-IDF's Linux native testing to automatically compile and run unit tests on every push.

Complete ROS2 beginner's guide covering core concepts, version selection, Ubuntu VM environment setup, and robotics developer career prospects and salaries.

Learn how to use CLI Proxy API (CPA) to aggregate Claude, DeepSeek, Grok, and Gemini models into OpenAI Codex via VPS deployment, Docker setup, and Codex++ integration.

Hands-on test of Liquid AI's LFM2.5 local deployment: architecture breakdown, 16GB VRAM troubleshooting, and GraphRAG tool-calling benchmarks vs GPT-o3s.

A detailed guide to deploying Hermes Agent on VPS with Docker, integrating Telegram Bot, configuring scheduled tasks, and scaling with multi-agent strategies.

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.

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.

Apple's macOS has used California landmarks for 13 years, from Mavericks to Sequoia. With quality names running out, we explore Apple's three possible paths forward.

Step-by-step Dify local deployment guide using VMware, Ubuntu, BT Panel, and Docker. Perfect for beginners with zero Linux experience to set up this open-source AI development platform.
TutorialsComplete guide to deploying Hermes Agent locally on Windows, covering WSL2 setup, Git configuration, and DeepSeek model integration for a self-learning AI Agent.
TutorialsComplete guide to deploying Hermes Agent locally, covering WSL2 installation, Git setup, and DeepSeek model integration on Windows to build a self-learning open-source AI Agent.
TutorialsFirebase Functions now supports Dart, enabling shared code and business logic across frontend and backend. Learn about full-stack Dart, AOT compilation, deployment workflows, and current status.