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TutorialsStep-by-step tutorial on switching Claude Code's backend to DeepSeek API using ccswitch. Complete 7-step setup guide to build a low-cost AI coding assistant with troubleshooting tips.
Product ReviewsGeneric Agent is an open-source AI Agent that reduces token consumption by 90% through minimalist tool design, four-layer memory hierarchy, and experience reuse. Supports computer operation, browser automation, Feishu integration, and more.
Product ReviewsDeep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
Product ReviewsHands-on test of local Claude Code with MiniMax 2.7 for creating pitch deck PPTs, exploring its precise file history rollback mechanism vs. Cursor's rollback pain points.
Product ReviewsA deep dive into OpenCode, an open-source AI coding assistant supporting local private deployment, multi-model switching, and client-server architecture as a complete Claude Code alternative.
Product ReviewsHands-on review of an AI companion chat app featuring unrestricted dialogue, analyzing its roleplay, story interaction, and custom character creation while comparing it to Character.AI and SillyTavern.
TutorialsIn-depth analysis of Google's Gemma 4 open-source models: 31B, 26B MOE, and 14B/12B benchmarks, deployment guides for all platforms, and MS-Swift fine-tuning tutorial for building local Agent workflows.
Product ReviewsHands-on testing of Google Gemma 4 open-source models running offline on three phones, with Dense vs MOE architecture explained and a complete Ollama + Claude Code deployment tutorial.
Product ReviewsDeep dive into OpenAI's GPT Image 2 covering precise Chinese text rendering, enhanced detail quality, and how to identify official vs. wrapper products for efficient AI image generation.
TutorialsLearn how to use AI agents to auto-generate Excel test cases. Covers Coze platform setup, Dify private deployment with DeepSeek + Ollama, workflow design tips, and prompt engineering for testers.
TutorialsHands-on comparison of Skills, Coze, and Dify for AI-powered software testing — covering auto-generated test cases from PRDs, performance reports, and Q&A bots to help testers choose the right tool.
TutorialsHands-on comparison of Skills, Coze, and Dify for AI-powered software testing: auto-generating test cases from PRDs, performance reports, and requirements Q&A bots.
TutorialsA hands-on guide to using Qwen3 for free via OpenRouter API and Ollama local deployment, paired with Cline coding agent for full-stack development tasks.
TutorialsDeep dive into LangChain 1.0's three-layer architecture (LangChain, LangGraph, Deep Agents), core components like Models, Tools, and Memory, plus a complete learning path from semantic search to multi-agent collaboration.
TutorialsDeep dive into Claude Code's four core agent modules: system prompt, Agent Loop, tool system, and memory mechanism. Build a Mini Claude Code from scratch in TypeScript.
Product ReviewsWhichLLM is an open-source tool that auto-detects your hardware and recommends the best local LLM using real benchmark data. Simulate GPUs, filter fake benchmarks, and start chatting in one command.
Industry InsightsIn-depth analysis of API aggregation gateways for multi-model AI access: unified interfaces, intelligent routing, disaster recovery, plus key risks around security, latency, and compliance.
Industry InsightsDeep analysis of 5 AI monetization paths for ordinary people: AI apps, account reselling, matrix accounts, lightweight paid services, and local model deployment.
Industry InsightsDeep analysis of DeepSeek's open-source strategy: why it's the optimal survival play. From user growth and tech moats to national strategy, decoding Liang Wenfeng's vision.
Industry InsightsIn-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.