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Step-by-step guide to running local open-source models (Qwen3/Gemma) with Ollama, connecting to Codex via CC Switch for zero-token AI coding. Works on a 6GB VRAM laptop.

A practical guide to OpenAI Codex: core features, Codex vs. Claude Code comparison, and why the Codex+DeepSeek combo doesn't work. Avoid common pitfalls and boost your coding productivity.

Tencent Hunyuan Hy3 is live — here are 5 free access channels including WorkBuddy, Hermes Agent, OpenRouter, SiliconFlow, and WeChat Mini Program (up to 100M tokens).

Claude Code is Anthropic's local AI coding assistant that reads your entire project context, auto-debugs, and outperforms Cursor and Trae on accuracy. Learn why.
Local Coding Agents in Practice: A Com…
An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.

A deep dive into DeepSeek Coder V1 to V2: MoE architecture, 128K context, 90.2% HumanEval pass rate, and how it became the first open-source model to beat GPT-4 Turbo.

Real debugging case: when 400MB of source code and 40K files caused an infinite crash loop, MiniMax M3, DeepSeek, and Hunyuan all gave wrong answers. GPT-4.1 mini found the root cause after an hour of deep reasoning.

A deep dive into AI coding agents like Codex and Claude Code — real-world comparisons, MCP protocol explained, and how these tools are transforming programming for developers and beginners alike.

Use Codex without a ChatGPT account! This guide explains a China direct access solution for integrating the DeepSeek API via the Codex++ management tool.

No ChatGPT account? No problem. Learn how to configure DeepSeek API with Codex++ to use Codex in China — full setup guide, API key steps, and model switching included.

No ChatGPT Plus account? Use the Codex++ management tool to connect DeepSeek to Codex in 5 steps. Top up ¥10 and experience AI agent control of your computer with detailed setup guide.

A deep dive into Claude Code: the difference between Terminal and Device Agents, enterprise selection advice, and how to use Claude Code with DeepSeek in China.

A deep dive into Claude Code's core strengths: agentic coding, full project context, and auto-debugging — compared against Cursor, Trae, and Codex to help developers choose the best AI coding tool.

No ChatGPT Plus? No problem. Learn how to use Codex with DeepSeek via Codex++ — full setup guide covering API Key, provider config, and billing for China-based developers.

Vibe Coding lets non-programmers build web apps using natural language and AI agents. Learn Claude Code, model selection, cost control via cache optimization, and agentic engineering.

No ChatGPT account? Learn how to configure DeepSeek as Codex's underlying model using the Codex++ Manager tool — a practical guide for users in China.

The Codex Orange Book is an open-source unofficial guide with 2.5K+ GitHub Stars, covering installation, plugins, MCP extensions, and hands-on projects to help beginners master AI programming tools.

A complete guide for frontend developers advancing to AI architects, covering the three-tier competency framework, Codex-like agent design, agents.md configuration, Skills systems, and core AI architect capabilities.

Three practical cases—RNA-seq setup, GATK reference data download, and SRA batch download—demonstrate using Claude Code with DeepSeek v4 Flash for bioinformatics environment configuration.

A deep dive into enterprise AI programming with Claude Code and Codex — from Vibe Coding limitations to SuperPower engineering workflows, model selection, and AI aggregation platforms.