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Deep DivesDeep dive into MCP protocol internals: core concepts of Host, Server, and Tool, complete data flow, Function Calling evolution, and packet capture revealing how Cline actually communicates with LLMs.
Product ReviewsHands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
TutorialsA state-owned enterprise architect with zero programming skills used GPT Codex to develop Blender plugins and websites in 6 months. Covers tool selection, API cost-saving tips, and Vibe Coding workflow.
Product ReviewsHands-on testing Kimi K2 Thinking in Claude Code across text creation, programming, agent building, and full-stack apps. Comparing it to Claude Sonnet 4.5 and DeepSeek as a cost-effective AI coding alternative.
Product ReviewsIn-depth review of Claude Haiku 4.5: 73.3% on SWE-bench rivaling Sonnet 4, input at just $1/million tokens. Covers code generation, agentic coding, SVG tests, and Sonnet+Haiku collaboration strategies.
Product ReviewsIndependent developer benchmarks Claude Haiku 4.5 vs Sonnet in agentic coding using a multi-agent monitoring system, revealing speed gains, precision gaps, and the optimal model hierarchy strategy.
Product ReviewsAnthropic releases Claude Haiku 4.5: coding rivaling Sonnet 4 at 1/3 the cost and 2x speed. A dev built browser-based macOS for just 28 cents, redefining small AI model capabilities.
Tech FrontiersDeep dive into Anthropic's Claude Haiku 4.5: a lightweight AI model with nearly 2x speed, 66% lower cost, and multi-agent support—ideal for developers seeking performance at scale.
Expert OpinionsAI coding agents are reshaping the economics of software rewrites. Real migration cases reveal how language lock-in is breaking down, turning tech choices into reversible decisions.
Expert OpinionsA developer Vibe Coded with AI for 7 months, made 234 commits and 1,690 lines of code, then the project collapsed. Five hard lessons reveal AI's true limits: it builds features, not architecture.
TutorialsAR entrepreneur uses Vibe Coding to build a custom SLAM system, replacing $5K-$20K/year commercial licenses. Full hands-on experience with AI-powered SLAM development and why most Vibe Coding projects fail.
Product ReviewsDimension Music is a free, open-source PWA music player for ACG fans, aggregating QQ Music, NetEase Cloud, and Bilibili sources with cross-platform support.
TutorialsA detailed guide to 8 essential AI Skills for testers, covering requirements-to-cases, API script generation, bug reports, log analysis, and more — helping QA teams harness AI with engineering discipline.
Deep DivesA complete guide to the five-dimensional AI Agent evaluation framework covering task set design, process and result evaluation, and controlled experiments for AI product managers.
TutorialsLearn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
Expert OpinionsTraditional CI/CD pipelines are being shattered by AI Agents. This article analyzes the shift from PR-driven to intent-driven architecture, exploring Pre-Merge queues, stateful environments, and multiverse development as new continuous computation paradigms.
TutorialsHands-on test of Tongyi Lingma AI zero-code website building: one sentence auto-generates HTML/CSS/JS and deploys to Alibaba Cloud in 5 minutes. Includes a math game demo and limitations analysis.
TutorialsStep-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
TutorialsJules MCP Server is an open-source project providing a production-grade MCP server for Google Jules API, enabling Claude and Cursor to orchestrate autonomous coding via multi-Agent collaboration.
Product ReviewsRay-Ban Meta smart glasses drop to an all-time low of $224.25 during Meta's Summer Sale. We break down the deal, product highlights, and buying advice for this AI-powered eyewear.