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Agent Device is a CLI tool by Costec that uses accessibility snapshots to let AI coding Agents control iOS and Android devices for automated verification, script replay, and CI testing.

A complete case study of AI-assisted full-scale project refactoring: from technical debt analysis and AI collaboration strategies to parallel building and final results — how to rebuild a project from scratch in just 1 day.

Deep dive into Cognition's Frontier Code benchmark: why passing tests isn't enough, how six quality dimensions evaluate code, and why code quality is AI coding's next bottleneck.

A detailed guide to AI-driven automated testing: from Python basics to PyTest, covering API automation, Playwright UI testing, and AI-assisted coding for beginners.

A deep dive into AI Agent development, from the core principles of perception-decision-action to a Vue3 auto-creation demo, covering LangChain, LangGraph, MCP, and the full tech stack.

Complete guide to publishing an iOS app: on-device debugging, Apple Distribution certificates, China-region App filing, privacy policies, and more for indie developers.

A detailed guide to Codex MCP (Model Context Protocol): core concepts, two server types, configuration methods, and practical applications to help developers get started quickly.

In-depth review of Google Gemini 3.5 Flash across multimodal vision, video understanding, contract analysis, and Vibe Coding. 1M token context at one-third the price of competitors.

Google CEO Sundar Pichai admits Google lags in AI coding, details its catch-up strategy involving data flywheels, addresses Gemini controversies, and shares his evolving views on AGI.

Learn how to configure MCP servers for OpenAI Codex. Step-by-step TOML setup with Context7, hands-on verification, and best practices for extending Codex capabilities.

A practical guide to Claude Code for test development: auto-generating test scripts, Plan Mode workflows, MCP + Playwright integration, and Subagent parallel tasks to build systematic AI-assisted workflows.

Deep dive into Claude Code's 7 core modules: project integration, agent construction, multi-agent collaboration, plugin systems, and workflow automation, with learning tips and certification trends.

A deep dive into prompt engineering principles and core methodology. Master three keys to high-quality prompts: specific, rich, and unambiguous. Learn tuning techniques and advanced programming integration.

A zero-experience beginner's real journey using Doubao, ChatGPT, and Cursor to build an ESP32 hardware project. Deep analysis of AI programming limits and programmer future.
Connecting Claude Code to DeepSeek: A …
Learn how to connect Claude Code to DeepSeek LLM for AI-driven testing. Covers Terminal vs Device Agents, Node.js setup, Claude Code installation, and DeepSeek integration.

Six major AI events decoded: OpenAI bug falsely bans Pro users, Anthropic calls for frontier model pause, DeepSeek quality drops, Grok tops image arena, ChatGPT hits 1B MAU, WeChat tests AI payments.

OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.

OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.
Industry InsightsPractical strategies for AI product development: why not to train models from scratch, when to use APIs vs. fine-tuning, building product moats, and the full path from evaluation systems to commercialization.
TutorialsDetailed guide to LangChain core modules including prompt templates, output parsers, Chain invocation, LCEL expression language, and LangSmith tracing tools for LLM application development.