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Expert OpinionsAnthropic's 1M conversation study shows 0.92 correlation between prompting skill and AI output quality. Knowledge equality is an illusion—judgment is the real moat in the AI era.
TutorialsGoogle's AI coding agent Jules is now officially available, with a free tier offering 15 tasks/day. Covers Jules's 5 core features, GitHub integration, CLI support, use cases, and practical tips.
Product Reviews2025 deep comparison of Grok 4.1, GPT-5, Claude 4.5, and Gemini 3 Pro across reasoning, coding, writing, and long-text tasks, with multi-model workflow examples and a selection guide.
Product ReviewsOpenAI Codex launches free design features with GPT Image 2 for a complete design-to-code pipeline. Detailed comparison with Claude Design on text rendering, code conversion, and workflow completeness.
Deep DivesHow Playground Skill uses HTML interactive interfaces to solve the pain points of natural language limitations in AI coding. Comparing traditional text-only modes with the new two-way interaction paradigm for Coding Agents.
TutorialsDeep dive into AI Agent context management: a three-step strategy from naive truncation to intelligent memory, covering sub-Agent architecture and long session evals to solve LLM context bloat.
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?
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.
TutorialsCan't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
TutorialsWindsurf Pro offers a 14-day free trial with access to Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro and more top AI models. Activate with Alipay—no credit card needed.
Tech FrontiersDeep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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.
TutorialsDeep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
Product ReviewsHands-on comparison of Manus, Google Deep Research, and Flowith generating Kafka courseware with the same prompt. Detailed scoring reveals which AI agent delivers the best results.
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 ReviewsHands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
Product ReviewsHands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.
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.
Product ReviewsHands-on review of Manus after open registration: testing news webpage generation, flight search, and video creation reveals AI Agent limitations in accuracy, efficiency, and cost-effectiveness.