Codex Plugin for Claude Code: How to Master Code Reviews & Task Delegation
5 days ago 高效码农How to Use the Codex Plugin in Claude Code for Code Reviews and Task Delegation Introduction Are you looking to streamline your code review process or delegate tasks more efficiently while using Claude Code? The Codex plugin is designed to integrate seamlessly into your existing workflow, allowing you to perform code reviews, challenge design decisions, and handle complex tasks directly within Claude Code. This guide will walk you through the installation, usage, and common questions based on official documentation, making it easy for anyone with a technical background to get started. The Codex plugin simplifies your development workflow by eliminating …
Why CLI Tools Are Thriving in the AI Agent Era: An Analysis of Feishu’s Open-Source lark-cli Strategy
5 days ago 高效码农Why CLI Tools Are Making a Comeback in the AI Agent Era: Insights from Feishu’s Open-Source lark-cli In the age of AI Agents, we’re witnessing a fascinating revival: command-line tools (CLI) are gaining popularity again. Feishu recently open-sourced its lark-cli, enabling AI Agents to directly operate Feishu for tasks like sending messages, checking calendars, creating documents, and more. Similarly, Google open-sourced gws to let AI Agents handle Google Workspace. This trend raises a question: Why are everyone building CLI tools in the AI Agent era? Based on Feishu’s open-source content, this article breaks down the reasons in plain English, offering …
Terminal Command Line Hacks: Automate WeCom & Feishu with AI Using wecom-cli and lark-cli
6 days ago 高效码农A Complete Practical Guide to Operating WeCom and Feishu via Terminal: A Deep Dive into wecom-cli and lark-cli How can you complete daily office software operations by typing in a terminal window instead of clicking a mouse, and even hand these processes over to AI for automation? This article provides a detailed breakdown of two command-line tools—wecom-cli for WeCom and lark-cli for Feishu (Lark)—analyzing their installation, configuration, parameter logic, and underlying architectures to help you transform daily workflows into automated code instructions. Image source: Unsplash How Do You Take Over Daily WeCom Business via Command Line? By encapsulating seven major …
WeCom CLI Guide: Manage Enterprise WeChat Contacts, Tasks & Messages from Terminal
6 days ago 高效码农WeCom CLI: The Command-Line Tool for Managing Enterprise WeChat – Contacts, To-Dos, Meetings, Messages, and More in Your Terminal If you regularly need to check Enterprise WeChat member lists, create to-do items, schedule meetings, or pull chat history straight from your computer terminal—without switching to the mobile app or web client—wecom-cli is the tool built exactly for that. It’s a dedicated command-line interface for Enterprise WeChat that works for both human users and AI agents. The tool covers seven core business areas: contacts, to-dos, meetings, messages, schedules, documents, and smart sheets. It also ships with 12 ready-to-use AI Agent Skills …
5 Agent Skill Design Patterns Every Developer Needs for Reliable AI Workflows
6 days ago 高效码农5 Agent Skill Design Patterns Every ADK Developer Should Know Most developers building AI agents spend their energy on the wrong problem. They obsess over SKILL.md formatting — getting the YAML syntax right, structuring directories correctly, following the spec to the letter. But with more than 30 agent tools — including Claude Code, Gemini CLI, and Cursor — now standardized on the same directory layout, the formatting problem is essentially solved. The real challenge is what comes next: how do you design the logic inside a Skill? A Skill that wraps FastAPI conventions operates completely differently from a four-step documentation …
AI-Assisted Development Stack: How gstack, Superpowers, and Compound Engineering Work Together
6 days ago 高效码农The Three-Layer Architecture of AI-Assisted Development: How gstack, Superpowers, and Compound Engineering Work Together What are the fundamental differences between gstack, Superpowers, and Compound Engineering, and how should developers combine them to build a complete AI-assisted workflow? These three Claude Code tools—gstack by Garry Tan (54.6K stars), Superpowers by Jesse Vincent (121K stars), and Compound Engineering by Every Inc (11.5K stars)—are not competitors. They operate at three distinct layers of the development stack: decision-making, process structuring, and knowledge accumulation. Most developers make the mistake of installing one tool and assuming they have complete coverage. This article explains why you need …
OpenClaw 2026.3.28: How Human-Loop Automation Revolutionizes Multi-Model AI Safety
7 days ago 高效码农OpenClaw 2026.3.28 Release: A New Era for Multi-Model Autonomy and Human-AI Safety This article aims to answer the core question: What are the most significant architectural changes in OpenClaw 2026.3.28, and how do they improve the reliability, security, and cross-platform capabilities of AI agents? The release of OpenClaw 2026.3.28 represents a pivotal shift from simple model integration toward a robust, “human-in-the-loop” autonomous system. By migrating major providers like Qwen to standardized enterprise APIs, introducing asynchronous tool approval workflows, and optimizing agent memory compaction, this update addresses the core challenges of modern AI orchestration: stability, safety, and seamless platform integration. Whether …
Build Your Own AI Coding CLI with pi: A Simpler, More Controllable Programming Agent
7 days ago 高效码农Build Your Own Coding CLI with pi: A Simpler, More Controllable AI Programming Agent If you’ve been using AI to help with coding, you’ve probably noticed something frustrating. Modern AI coding tools have become overly complex. A simple “hello” can eat up a big chunk of your daily model quota. Background servers sit idle but still consume context window. Features like Plan Mode and Subagents sound impressive, yet they’re mostly just clever ways to manage context. Do you really need all that heavy architecture just to get reliable AI assistance for programming? There’s a cleaner alternative: pi — an open, …
Automate Lark Office with AI: Unlock 200+ Commands with lark-cli
7 days ago 高效码农How to Automate Lark Office with AI: A Complete Guide to the Official lark-cli Tool Core Question: How can you bridge the gap between AI coding assistants (like Claude Code or Droid) and your daily office workflows in Lark to achieve true automation? The answer lies in lark-cli, an official command-line interface tool released by the Lark team. With over 200 commands covering 11 core business modules and 19 pre-packaged AI Agent Skills, it allows your AI assistant to directly operate your Lark workspace. This article provides a comprehensive, technical deep dive into its capabilities, architecture, and practical implementation strategies …
Claude Code Skills Mastery: 9 Types & Pro Techniques from Anthropic Engineers
8 days ago 高效码农The Complete Guide to Claude Code Skills: Lessons from Anthropic’s Engineering Team Introduction If you are using Claude Code for development work, you have likely encountered the Skills feature. As one of the most frequently used extension points in Claude Code, Skills have gained popularity among developers due to their flexibility and ease of use. The engineering team at Anthropic uses hundreds of Skills in their daily development work, and these tools have significantly improved their development efficiency. This article shares the lessons they have learned from practical usage, helping you better understand and utilize this powerful feature. What Exactly …
HiClaw: Secure Multi-Agent OS That Actually Lets AI Teams Collaborate Without Setup Hell
9 days ago 高效码农HiClaw: The Open-Source Multi-Agent OS That Lets AI Teams Actually Work Together The core question this article answers: How do you run multiple AI agents in true collaboration — with enterprise-grade security, full human visibility, and zero credential exposure — without spending days on setup? Most multi-agent frameworks sound compelling in theory. In practice, they tend to fall apart at the seams: leaked API keys, opaque agent-to-agent calls, no easy way to intervene when something goes sideways, and deployment pipelines that eat up engineering time before a single task is delegated. HiClaw is an open-source collaborative multi-agent operating system that …
OpenSpace: The Self-Evolving AI Agent Engine That Cuts Costs by 46%
9 days ago 高效码农OpenSpace: The Revolutionary Engine for Self-Evolving, Smarter, and Cost-Effective AI Agents The Core Question This Article Answers: How can we enable AI Agents to learn from experience, evolve autonomously, and transform individual intelligence into collective wisdom, all while drastically reducing operational costs? I. Why Are Today’s AI Agents Still Not “Smart” Enough? We are living in an era of explosive growth for AI Agents. Tools like Claude Code, OpenClaw, nanobot, Codex, and Cursor have demonstrated remarkable capabilities—they can write code, analyze data, generate documents, and execute complex tasks. However, behind these flashy capabilities lies a fatal flaw: they never learn, …
OpenSandbox Guide: Build Secure AI Agent Playgrounds with Docker & Python
9 days ago 高效码农OpenSandbox: Building a Secure “Playground” for AI Agents and Code Execution In the rapidly evolving landscape of Artificial Intelligence, Large Language Models (LLMs) have moved beyond simple text generation. They are now capable of writing code, executing commands, browsing the web, and interacting with file systems. However, this power introduces significant security risks. How do you allow an AI to execute code on your server without risking your entire infrastructure? How do you let an AI Agent browse the web without exposing your network to malicious attacks? The answer lies in OpenSandbox, a universal sandbox platform specifically designed for …
From Chatbot to AI Workforce: How to Build Your OpenClaw Multi-Agent System
9 days ago 高效码农How to Turn Your OpenClaw into a Real AI Workforce Most people install OpenClaw and use it like a slightly more advanced ChatGPT. Ask a question, get an answer, close the app. If that sounds familiar, you are leaving most of its potential untapped. I spent a month building an AI team on a Mac mini. Four specialized agents now handle everything from market research to coding to content creation. Here are the five steps I took to build a system that actually works. 1. Stop Using One Agent for Everything Asking a single agent to handle coding, research, writing, …
Become an AI Engineer in 6 Months: A Complete Roadmap for Career Change
10 days ago 高效码农# How I Transformed Into an AI Engineer in 6 Months: A Complete Roadmap > I spent 3 months validating one thing: an ordinary person can absolutely master the core skills of AI engineering in six months. Now, I’m ready to invest the next 6 months in a complete career transformation—without question, the best decision I’ll make this year. While mapping out my transition, I discovered an article that I studied line by line. Here’s the essence, combined with my own insights, shared with you. ## Why AI Engineering Might Be Your Best Career Move Maybe you’ve spent years in …
AI Video Generation Models 2026 Guide: Compare Sora 2, Veo 3.1, Kling 3.0 & Seedance 2.0 for Your Projects
10 days ago 高效码农The Complete Guide to AI Video Generation Models in 2026: API Access, Pricing, and Capabilities A significant shift happened in March 2026. On March 13th, OpenAI opened its Sora 2 Video API to all developers—no more waiting lists. Within the same week, Google released Veo 3.1, Kuaishou launched Kling 3.0, and ByteDance updated Seedance 2.0. What does this mean? AI video generation has moved from being a creative tool to becoming developer infrastructure. There’s another important detail: all videos created through these APIs are commercially licensed. You can use them for advertisements, product videos, and marketing content without additional restrictions. …
Master Claude Code: From ‘It Works’ to ‘It Actually Works Well’ – The Complete Guide
11 days ago 高效码农Claude Code Best Practices: From “It Works” to “It Actually Works Well” Core question this article answers: Why do some developers find Claude Code underwhelming while others double their productivity with it? The difference lies in how you use it—this guide covers the complete methodology from basic configuration to advanced workflows. I’ve been using Claude Code for over half a year. I’ve made more mistakes than I’ve written lines of code. At first, I thought Claude Code was just “a more advanced Copilot”—type in the terminal, it writes code for me, done. Later, I discovered that its ceiling is far …
CODESYS AI Automation: Complete Guide to Setup codesys-mcp-persistent for Claude
11 days ago 高效码农How to Control CODESYS with AI: A Complete Setup Guide for codesys-mcp-persistent “ If you’ve spent time as a PLC engineer, you already know the drill: copy-pasting Function Blocks that are almost identical, manually wiring up device parameters, hunting down cryptic compiler errors one by one. None of that is engineering — it’s busywork. With MCP (Model Context Protocol), Claude can operate CODESYS directly on your behalf, handling those repetitive tasks while you focus on the logic that actually matters. No AI development background required. Table of Contents What Is CODESYS MCP? Which CODESYS MCP Options Exist? Why Choose codesys-mcp-persistent? …
MiniMax Skills: The Ultimate Guide to Supercharging Your AI Coding Assistant
11 days ago 高效码农MiniMax Skills: A Comprehensive Guide to Empowering AI Coding Tools with Professional Capabilities In the rapidly evolving landscape of software development, AI coding tools have transitioned from novelty to necessity. However, the mere presence of an AI assistant does not guarantee professional-grade output. The critical differentiator lies in the assistant’s ability to understand and execute complex, production-ready instructions. 「MiniMax Skills」 emerges as a solution to this challenge. It is a specialized development skill library designed for AI coding tools, providing structured, production-level guidance that bridges the gap between basic code generation and professional software engineering. This guide offers an in-depth …
MiniMax M2.7: The AI That Evolves Itself – A Critical Leap Toward AGI
12 days ago 高效码农MiniMax M2.7: AI Achieves Self-Evolution, Taking a Critical Step Toward AGI Released on March 18, 2026, MiniMax M2.7 marks the next generation of large language models from the brand, coming just one month after the launch of its predecessor, M2.5. This is no ordinary upgrade of model parameters or a refresh of benchmark rankings; it represents a milestone breakthrough in the evolution of artificial intelligence – M2.7 has become the world’s first AI model to deeply participate in its own iterative optimization. As AI begins to rewrite its own code and lead the training and optimization process like an engineer, …