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Deep DivesDeep analysis of two MCP ecosystem breakthroughs: code execution compresses tool definitions from 150K to 2K tokens, and Agent Skills enable capability packaging and reuse.
Deep DivesDeep dive into MCP (Model Context Protocol): architecture, how it works, and security risks. Learn the key differences between MCP and Function Calling.
TutorialsDeep dive into an open-source multi-Agent diagnostic system built on modified OneCall, featuring MCP real-time interaction, RAG-enhanced Q&A, and Skill routing to minimize Token consumption.
Product ReviewsDeep dive into Hermes Agent desktop app: closed-loop learning, persistent cross-session memory, multi-agent management, and tool integration. Discover how this open-source AI agent self-evolves to become a true productivity powerhouse.
TutorialsClaude Code beginner tutorial covering installation, common issues, low-cost alternatives for budget users, and deep analysis of 8 Agent design patterns revealed by the 510K-line source code leak.
Tech FrontiersGLM5 code leak reveals 745B-parameter MoE architecture replicating DeepSeek V3. DeepSeek V4 may launch a 200B quantized model first, with flagship exceeding 1T parameters.
Tech FrontiersOpenAI's GPT-5.3 codenamed Garlic is coming soon, Anthropic launches Claude Cowork for non-developers, plus breakthroughs in Baichuan M3 medical and SiNong agricultural AI models.
Product ReviewsIn-depth comparison of Claude Code, Copilot CLI, Gemini CLI, and Codex CLI — covering MCP support, context windows, open-source status, pricing, and a decision tree for choosing the right tool.
TutorialsComplete guide on connecting DeepSeek-V4 to Claude Code, covering Node.js installation, environment variable configuration, model mapping, and real-world coding tests for a near-premium AI programming experience with open-source models.
TutorialsLearn how the Deep Agents framework solves enterprise AI Agent challenges like tool sprawl and context pollution, with a complete Deep Research implementation guide covering task decomposition, multi-source integration, and structured report generation.
Product ReviewsA deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
Product ReviewsDeep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.
TutorialsLearn how AI website building tools help SMBs create business websites with zero code. Compare Tongyi Lingma, OpenCloud, and more — with real costs and practical tips.
TutorialsAdvanced OpenAI Codex tips including sidebar shortcuts, batch Agent sub-tasks, session management, and environment setup to create a Cursor-level development experience.
Product ReviewsHands-on test of UE5.7's built-in AI Assistant plugin: how to enable it, knowledge Q&A and C++ code generation results, plus key limitations like no project file access and no Blueprint support.
Product ReviewsIn-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
TutorialsHow can indie developers launch a complete app at zero cost? A verified free tech stack covering AI coding (Cline+OpenRouter), Next.js, Neon database, Vercel deployment, and more.
TutorialsLearn how to configure sensitive file exclusion in Claude Code and Cursor to protect API keys, certificates, and .env files from being read and leaked by AI tools.
Product ReviewsA 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.
TutorialsDeep dive into Open Code's core architecture: main agents, sub-agents, Skills extensions, JWT security, and multi-platform deployment for building efficient AI coding teams.