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Deep DivesDeep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
TutorialsA detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
Product ReviewsHands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
TutorialsA zero-experience beginner's guide to Vibe Coding. Learn to build practical tools with AI agents like Cursor in 10 minutes, covering core tips, Skills accelerators, and real-world examples.
Deep DivesDeep analysis of Windsurf seamless account-switching plugin's technical implementation, revealing risks of account bans, code theft, and legal liability. Four compliant alternatives for developers.
Tutorials2025 Windsurf Pro 14-day free trial guide with cancel-renewal tips. Real tests comparing Claude Opus 4, GPT-5.4x & Gemini 2.5 Pro code generation. Zero-cost best Cursor alternative.
TutorialsA complete guide to Cursor AI's 10 essential features: Agent mode, MCP servers, project rules, context management, and more—with hands-on demos to build an efficient AI coding workflow.
Tech FrontiersGPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
Expert OpinionsDeep dive into AI Agent observability: self-diagnostics, explicit and implicit signal monitoring, trajectory visualization, and root cause analysis for production Agent systems.
Product ReviewsA deep review of Manus AI Agent across technology, product, and marketing dimensions, compared with MetaGPT. Core capabilities overlap by 90%+. Is it innovation or packaging?
Product ReviewsManus AI Agent is now fully open. This hands-on review tests it through a complete social media startup scenario—from research to content production—revealing its real capabilities and limitations.
Industry InsightsDeep analysis of the AI coding sector: from GitHub Copilot to Cursor's $10B valuation, why context is the core moat, and how startups compete with tech giants.
TutorialsLearn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
Product ReviewsIn-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
Product ReviewsIn-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.
Tutorials2025 complete guide to AI LLMs: local deployment GPU/VRAM requirements (RTX 4090/24GB) and core tech stack including Prompt Engineering, Agents, MCP, LangGraph, and WorkFlow orchestration.
TutorialsComplete guide to Google AI Studio: interface layout, Gemini model selection, parameter tuning, and building zero-code AI apps with Build. Covers image, video, and music generation with practical examples.
TutorialsDeep dive into Grammar-Constrained Decoding (GCD) technology: applying Bash syntax constraints during inference to dramatically improve small language models' code generation correctness and executability for AI Agent edge deployment.
Product ReviewsDeep analysis of the GitHub project awesome-LLM-resources covering multimodal generation, AI Agents, MCP protocol, model training/inference, o1 models, and SLMs—a community-verified 8200+ Star LLM learning resource hub.
Tech FrontiersOpenAI Codex CLI 0.128.0 introduces the /goal command, enabling autonomous looping until objectives are met or token budgets are exhausted. Analysis of its Ralph Loop implementation and safety controls.