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Product ReviewsIn-depth comparison of Replit Agent 4, Cursor Automations, and PageAgent across positioning, capabilities, pricing, and use cases to find your ideal AI colleague.
TutorialsStarting from the three core characteristics of LLMs, this article systematically covers foundational knowledge needed for Qwen3-0.6B fine-tuning, including model comparisons, fine-tuning value analysis, and the complete learning path.
Expert OpinionsWhy ordinary people should choose Xianyu over AI projects in 2025: zero startup costs, platform traffic dividend, and new AI pricing features. Real case studies included.
Product Reviews10 curated open-source Claude Code tools for May covering Token optimization, knowledge graphs, frontend design extraction, browser automation, and more to boost AI coding efficiency.
TutorialsGemini 3.5 Flash surpasses 3.1 Pro with 4x speed and half the price. Learn 6 tested methods to access Gemini 3.5 from China, including free AI Studio, no-VPN relay services, and API options.
TutorialsCompare three Claude Pro subscription methods: third-party top-up platforms, international credit cards, and in-app purchases. Find the best option based on cost, difficulty, and security.
Expert OpinionsA practical guide to starting a programmer outsourcing studio, covering client acquisition methods, pricing strategies, client screening, and team collaboration — with real data showing a 30% success rate.
TutorialsUse CCnext, Codex++, and DeepSeek V4 to unlock full Codex functionality including plugins and mobile connectivity at a fraction of the cost.
Product ReviewsA hands-on comparison of OpenAI Codex, Amazon Kiro, and Coder using the same HTML game prompt — evaluating code quality, game completeness, and real-world usability with detailed scores and recommendations.
Product ReviewsHands-on review of GitHub Copilot CLI public preview: installation, MCP server extensions, deep GitHub integration, and a comparison with Claude Code to help you decide if it's worth switching.
TutorialsA comprehensive guide covering AI programming tool selection, GitHub Copilot installation and configuration, Premium Request mechanics, AI model comparison, and extending models via Open Router.
Industry InsightsIn-depth analysis of SMB AI adoption: automated workflows, vertical AI apps, internal tools, with practical tips and open-source recommendations for low-cost digital transformation.
Industry InsightsIn April 2025, Anthropic's enterprise adoption rate surpassed OpenAI for the first time. Deep analysis of the AI coding tool price war, loss-leader pricing logic, and strategies for developers.
Product Reviews2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
Expert OpinionsAnthropic's Founders Playbook warns that AI lowers dev costs but not demand validation costs. When execution is cheap, judgment becomes the scarcest startup skill.
Industry InsightsA deep-dive TCO comparison of Zapier, Make, and n8n across billing models, labor costs, technical debt, integrations, and compliance — with a decision matrix.
TutorialsHands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
Product ReviewsHead-to-head test of Claude Opus 4.5, Gemini 3 Pro, GLM 4.7, and Minimax M2.1 on frontend UI generation across 5 tasks, comparing quality, speed, and cost.