#Fair Code
715 related articles
Product Reviews·3 min
Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode
Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.
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Tutorials·2 min
Running Out of Codex Credits? AnySearch Skill Saves You Massive Token Overhead
Real-world testing shows AnySearch Skill saves ~27% Token overhead for Codex while significantly improving search quality. Learn how it works, how to install it, and when to use it.
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Tutorials·3 min
PyTorch Beginner Tutorial: A Complete Guide to Tensor Operations and Neural Network Construction
A detailed PyTorch beginner guide covering tensor operations, dynamic computational graphs, GPU acceleration, and building your first neural network with nn.Module, with learning path recommendations and code examples.
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Product Reviews·2 min
Trae Refresh Mode Commands Not Working? A Complete Guide to the Missing Environment Variables Issue
ByteDance's AI tool Trae loses PATH environment variables in refresh mode, making GCC and system commands unrecognizable while AI forces failed executions.
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Tutorials·2 min
Qwen + VS Code in Practice: The Full Process of Using AI to Revamp a Webmaster Networking Platform
A blogger uses VS Code and Alibaba Cloud Qwen 3.6 to completely revamp a six-year-old webmaster networking feature. This article details the tech stack, prompt engineering, and practical insights from AI-powered feature renovation.
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Tutorials·2 min
The AI Website Building Formula: Create Professional Video Websites from Scratch with Zero Coding Skills
Can't code but want a professional website with video? This article breaks down an AI website building formula: borrow aesthetics from great sites, replicate with AI tools like Kimi, and add personalized video content—all in minutes.
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Tutorials·2 min
Hermes Agent Practical Guide: From Installation to Feishu Integration
Guide to Hermes Agent's architecture, installation, Skill extensions, Feishu integration, news bots, Python SDK integration, and automated workflows.
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Product Reviews·2 min
Xiaomi mimo-v2-tts Pitfall Report: Three Major Bugs — Contradictory Docs, Misread Tags, and Audio Cross-Contamination
A deep dive into three critical bugs in Xiaomi's mimo-v2-tts: contradictory docs, control tags read aloud, and backend audio cross-contamination with privacy risks.
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Industry Insights·1 min
The Claude Code Performance Degradation Controversy and 6 Open-Source Tools Worth Watching
Deep analysis of the Claude Code performance degradation controversy caused by thought summarization, plus open-source tools: Mautica AI Agent platform, Hitry spreadsheet engine, and more.
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Industry Insights·2 min
Programmers Making Millions from Freelancing: A Real Data Breakdown of Two Paths
Based on real data from a 900-member tech community, this article breaks down two core freelancing paths for programmers: steady side hustle vs. full-time all-in, with strategies for earning $140K-$420K.
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Product Reviews·2 min
Zero Code, Built an App with Claude Code, Made $6,000 in 30 Days — The Full Story
A non-coder built a self-improvement app with Claude Code in one weekend, used AI video marketing to get 30M views, and earned $6,000 in 30 days with zero ads.
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Product Reviews·2 min
AI Website Builder Test: Generate a Website in 7 Minutes, No Server or Domain Required
Hands-on test of AI visual website builder Upage: describe your needs in natural language to generate a complete website in 7 minutes with one-click deployment, no server or domain purchase required.
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Tutorials·2 min
OpenClaw Skills Explained: The Core Skill Files for AI Test Case Auto-Generation
Deep dive into OpenClaw Skills: four core advantages including large-scale instructions, reusability, version control, and progressive loading for AI test case auto-generation.
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Tutorials·1 min
Python Freelancing Side Hustle: A Practical Guide for College Students Going from Zero to $1,000+/Month
A practical guide to Python freelancing for college students covering office automation, web scraping, custom scripts & data analysis with realistic income expectations and compliance tips.
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Product Reviews·2 min
Sub2API Open Source Project: A Unified Proxy and Subscription-Sharing Solution for Multi-Platform AI Services
Sub2API is a trending GitHub project (18,000+ Stars) built in Go that unifies AI subscriptions from Claude, OpenAI, Gemini and more into a single API with cost-sharing support.
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Tutorials·2 min
UE5 GAS Multiplayer MOBA Hands-On Tutorial: From Ability System to AWS Cloud Deployment — Full Workflow
62-hour UE5 hands-on tutorial: build a complete MOBA with GAS ability system, 10 abilities, level-driven attributes, dedicated servers, and AWS EC2 cloud deployment. Includes 14,000 lines of C++.
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Product Reviews·2 min
Trae China Edition In-Depth Review: Free AI Coding IDE Hands-On Experience & Comparison with International Version
In-depth review of Trae China edition AI coding IDE, comparing model support, code generation, and features with the international version. Free, no VPN needed.
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Product Reviews·2 min
TRAE + Seed-2.0 Hands-On Review: Three Real-World Challenges for This Free Chinese AI Coding Assistant
Hands-on testing of ByteDance's TRAE with Seed-2.0: three real-world challenges covering game dev, subtitle proofreading, and financial chart analysis validate its engineering-grade AI coding capabilities—completely free.
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Tech Frontiers·1 min
Anthropic Source Code Leak: Opus 4.7, Sonnet 4.8, and Undercover Mode Fully Exposed
Anthropic Claude Code source leak reveals unreleased models Capybara with million-token context, Opus 4.7 & Sonnet 4.8 version numbers, and undercover mode hiding AI identity.
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Tutorials·2 min
Claude Code + Figma MCP in Practice: Bidirectional Sync Between Web Generation and Design Files
Step-by-step guide to configuring Claude Code with Figma MCP for bidirectional sync between AI-generated web pages and Figma design files, including setup and deployment.
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