#hardware troubleshooting
98 related articles
·4 min
Llama.cpp Windows Local Deployment Guide: Run LLMs in Three Steps Without Compiling
Step-by-step guide to deploying Llama.cpp on Windows without compiling. Download pre-built packages, configure CUDA, and run GGUF quantized models locally with GPU acceleration and web UI in three simple steps.
Read more →
·4 min
Building a Personal Blog from Scratch with Cursor: A Complete AI-Powered Development Tutorial
Learn how to build a personal blog from scratch using Cursor AI — covering UI prototyping, full-stack code generation, database setup, and bug debugging with almost no hand-written code.
Read more →
·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.
Read more →
·3 min
LFM2.5 Local Deployment Hands-On: An 8B Parameter Model That Outperforms GPT-o3s in Tool Calling
Hands-on test of Liquid AI's LFM2.5 local deployment: architecture breakdown, 16GB VRAM troubleshooting, and GraphRAG tool-calling benchmarks vs GPT-o3s.
Read more →
·4 min
Getting Started with Huawei Ascend C Operator Programming: Kernel Functions and Hands-On Development Guide
A systematic guide to Huawei Ascend C operator programming covering kernel functions, three-stage pipeline paradigm, API categories, and a hands-on AddCustom operator walkthrough.
Read more →
·3 min
What Is Claude Code? A Guide to Choosing Between Terminal Agents and Device Agents
Explore Claude Code's core strengths and two major AI Agent categories. Compare Terminal Agents vs Device Agents, learn why Claude Code leads enterprise AI coding, and how to pair it with DeepSeek.
Read more →
·4 min
Cursor in Practice: Build a Vue3 + SpringBoot Full-Stack Blog Project in 20 Minutes
A detailed demo of using Cursor AI to build a Vue3 + SpringBoot + MySQL full-stack blog project in 20 minutes, covering UI prototyping, code generation, database setup, and debugging.
Read more →
·3 min
AI Large Language Model Learning Roadmap for Beginners: A Three-Month Hands-On Guide
A detailed zero-to-hero AI large model learning roadmap covering four phases—fundamentals, RAG, Agents, and engineering deployment—with a practical three-month study plan and career advice.
Read more →
Tutorials·2 min
Cursor AI Fully Auto-Generates a Xiaomi Store Clone: Deep Dive into a Full-Stack Practical Course
Deep dive into a full-stack course using Cursor AI and Figma AI to auto-generate a Xiaomi Store clone with Spring Boot, Vue3, and UniApp for Web and WeChat Mini Program.
Read more →
Deep Dives·3 min
Complete Guide to LLM Training: Pre-training, SFT Fine-tuning, and Preference Alignment Explained
Complete guide to the three core LLM training stages: pre-training, supervised fine-tuning (SFT), and preference alignment (DPO/PPO), covering LoRA, distillation, quantization, and pruning.
Read more →
Tutorials·3 min
STM32 Code Download via ST-Link Tutorial: Wiring, Driver, and Keil Configuration Complete Guide
Complete guide to downloading code to STM32 via ST-Link, covering SWD wiring, driver installation, Keil debugger configuration, compiling, flashing, and troubleshooting for beginners.
Read more →
Industry Insights·4 min
In-Depth Analysis of the AI Large Model Job Market: Two Core Directions and Future Trends
In-depth analysis of the AI large model job market, breaking down the two core directions—algorithm research and engineering deployment—covering requirements, barriers, and career prospects.
Read more →
Tutorials·3 min
One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
Read more →
Tutorials·3 min
Complete Guide to Installing Hermes Agent on Windows: WSL Setup and Troubleshooting Common Issues
Complete guide to installing Hermes Agent on Windows, covering WSL setup, Ubuntu initialization, API configuration, Web UI installation, and solutions for DNS, virtualization, and other common issues.
Read more →
Deep Dives·4 min
Core Principles of the Transformer Architecture: A Deep Dive into Self-Attention Mechanisms and Engineering Optimizations
Deep dive into Transformer architecture covering self-attention QKV mechanics, Encoder-Decoder structure, Flash Attention memory optimization, RoPE positional encoding, and GQA inference acceleration.
Read more →
Tutorials·2 min
Five Core Capabilities of GitHub Copilot's MCP Integration in JetBrains
Deep dive into GitHub Copilot's MCP integration in JetBrains IDEs: Agent Mode, Sampling model scheduling, MCP Prompts, Resources context injection, and Elicitation structured dialogue guidance.
Read more →
Product Reviews·3 min
Cursor 3.0 Deep Dive: Rust Rewrite, In-House Model & Agent Orchestration Platform Fully Explained
Deep analysis of Cursor 3.0's three core upgrades: Rust rewrite leaving VS Code behind, in-house Composer 2 model with 86% cost reduction, and Agent Windows for multi-agent parallel development.
Read more →
Industry Insights·2 min
Data Centers Flood into Rural America: Industrial Transformation and Community Tensions in the AI Boom
Surging AI computing demand is driving massive data center expansion into rural America. From abandoned mills to farmland, tech giants are reshaping rural economies, but the high-investment, low-employment model sparks resource and environmental debates.
Read more →
Expert Opinions·1 min
Why AI Struggles to Replace Hardware Engineers: A Deep Analysis of Hardware Engineering's Irreplaceability
An in-depth analysis of why AI cannot replace hardware engineers in the near term—from physical debugging and troubleshooting to integrated decision-making capabilities.
Read more →
Tutorials·2 min
Building a Mac App from Scratch with Trae: Create a File Format Converter in 5 Minutes
Learn how to use Trae AI IDE to build a Mac desktop app in 5 minutes with zero coding experience. A complete Vibe Coding walkthrough for a txt-to-Markdown converter tool.
Read more →