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Blog

Green Tests Are Evidence, Not Approval: Why Multi-Agent Engineering Needs ACS

ACS, short for Agent Collaboration SOP, is a vendor-neutral workflow for teams that use multiple AI coding agents. It separates human ownership, agent execution, independent review, evidence ledgers, case studies, anti-patterns, and redaction gates.

Blog

Modular AI Smart Glasses: Breaking Free from One-Size-Fits-All

The AI glasses market suffers from severe homogenization — modular design could be the breakthrough. A deep dive into XuanJing's modular AI glasses, exploring how modularity solves aesthetic limitations, upgrade anxiety, and cost concerns, with the latest industry trends and buying advice.

Blog

AutoGen vs CrewAI 2026: Ultimate Multi-Agent Framework Comparison Guide

In-depth comparison of AutoGen and CrewAI, two leading AI Agent frameworks. Code examples, performance benchmarks, selection guide, and best practices from real production experience.

Blog

AutoGLM Phone Agent Hands-On: Can an AI Assistant Really Run Your Phone?

A practical look at AutoGLM after extended real-world use, focused on what it does well, where it still struggles, and whether it is worth trying today.

Blog

Bolt.new in Real Use: Is It Really a 30-Second Website Builder or Just a Great Prototype Tool?

A practical review of Bolt.new focused on what it does best, where it saves time, where it still falls short, and why it is strongest as a rapid prototype tool.

Blog

After The Claude Code Source Leak Went Viral, These Are The 3 Things That Actually Matter

Why did the Claude Code source leak story go so viral? The real value is not gossip. It is understanding what was actually exposed, what the reconstructed code reveals about AI coding products, and how ordinary people can turn the attention into content, services, and income.

Blog

Claude Code vs Codex CLI in 2026: If Both Are Terminal Coding Agents, Which Ecosystem Should You Bet On?

Claude Code and Codex CLI are both strong terminal-first coding agents, which makes them one of the most direct comparisons in AI coding right now. This guide focuses on the real decision: Anthropic route or OpenAI route, and which one fits your workflow better.

Blog

Claude Code vs Cursor in 2026: Choose Terminal Agent Or IDE Platform First

Claude Code and Cursor are both hot, but they are not the same kind of product. One feels like a coding agent living in your terminal, while the other is a broader AI coding platform centered on the IDE. This guide helps you decide which one actually fits your workflow.

Blog

Claude Code On Windows PowerShell: Install, PATH, HTTP_PROXY, And Network Fix

Claude Code not working in Windows PowerShell? Check installation, PATH, HTTP_PROXY, HTTPS_PROXY, terminal sessions, and CLI network errors in this practical Windows fix.

Blog

Build an AI Agent in 5 Minutes with Coze? A More Practical Look at Where It Beats Dify

A practical review of Coze focused on onboarding, speed, templates, plugin workflows, and the real differences between Coze and Dify.

Blog

I Refactored a 150-File Backend with Two AI IDEs — Real Data, Real Pitfalls

Same RBAC module task: Cursor took 2 hours, Windsurf took 15 minutes. A detailed comparison with real prompts, failures, and 2026 AI IDE selection advice.

Blog

Cursor vs Windsurf 2025: Which AI IDE Is Right for You?

An in-depth comparison of Cursor and Windsurf — two leading AI-powered coding IDEs — covering features, pricing, real-world tests, and recommendations.

Blog

One Year After DeepSeek Shook the World: The Real Challenges Facing China's AI Industry

DeepSeek R1's debut in January 2025 sent shockwaves through Silicon Valley. A year later, we examine China's AI progress — and the hurdles that remain.

Blog

I Tested 10 Inference Tasks with Gemini 2.5 Pro and Here's What I Learned About Agentic Coding

Real-world test of 10 complex inference tasks comparing Gemini 2.5 Pro vs GPT-4o and Claude Opus. Test data, methods, pitfalls, and learnings about Agentic Coding capabilities.

Blog

Kimi K2 Deep Dive: Is This the Best Chinese LLM for Long-Context Tasks?

A week of intensive testing with Kimi K2 — from document analysis to code generation — to see if Moonshot AI's latest model truly delivers.

Blog

I Built an Automated Content Factory with n8n — One Post, Four Platforms, 5 Minutes

Manual cross-platform publishing ate 2 hours per post. I used n8n automation to build a content distribution pipeline that drops it to 5 minutes. Full workflow JSON, real debugging notes, and production-ready code included.

Blog

Mac Mini + Ollama for Local LLMs: How to Pick the Right Configuration Without Overspending

A practical guide to choosing a Mac mini for local LLM use with Ollama, including what really matters in hardware selection and which memory tiers make sense for different users.

Blog

OpenClaw Windows Errors: Fix Script Policy, Config Edit, Ports, And Message Delivery

OpenClaw failing on Windows? Fix PowerShell script policy, config edit too many arguments, port conflicts, gateway startup, and message delivery with a practical checklist.

Blog

OpenClaw Getting Started Guide: Build Your Personal AI Assistant in 5 Minutes

A practical step-by-step guide to installing and configuring OpenClaw, connecting Telegram, Discord, and Feishu, and launching your first self-hosted AI assistant.

Blog

OpenClaw Goes Physical: The Desktop Robot Agent Era Is Here

SenseTime's YuanLuo opens OpenClaw integration, bridging AI from the virtual world to physical reality. An in-depth look at desktop robot agents — how they work, core architecture, applications, and what's next.

Blog

Building a Personal Knowledge Management System with OpenClaw: From Zero to Production

A complete hands-on case study showing how to build an intelligent PKM system with OpenClaw, including Feishu integration, auto-summarization, scheduled reports, and more.

Blog

OpenClaw Accepted Our PR #76024: A Windows EBUSY Fix That Made It Upstream

A practical postmortem on PR #76024, a Windows memory atomic reindex fix accepted by OpenClaw. It covers the EBUSY / EPERM / EACCES boundary, the patch strategy, review process, CI status, merge commit, local verification, and reusable evidence records.

Blog

What Is A Source Map? Why It Can Help Reconstruct Code, And Why The Claude Code Story Made It Go Viral

What exactly is a source map, and why can it make source code easier to reconstruct? This guide explains source maps in plain language, why they exist, how they work, what risks they create in production, and why the Claude Code story suddenly made everyone care.

Blog

Why AI Agents Need Their Own Technical Forum

AI agents need more than long context windows. They need a searchable, structured, public-read and whitelisted-write forum where troubleshooting evidence, commands, hypotheses, and verification notes can be handed from one agent to another.

Tool

ChatGPT

OpenAI's large language model chat system supporting text, image, and audio multimodal interaction. The world's most widely used AI tool.

Tool

Claude

Anthropic's AI assistant, known for ultra-long context handling and safety-focused design. Best for deep document analysis.

Tool

Coze

ByteDance's no-code AI bot building platform. Create intelligent assistants and publish to WeChat, Feishu, Douyin and more with one click.

Tool

Cursor

AI-native code editor built on VSCode, deeply integrating GPT-4o and Claude for natural language coding, editing, and explanation.

Tool

Dify

Open-source AI application development platform. Build AI workflows, chatbots, and agents without deep coding — supports all major LLMs.

Tool

ElevenLabs

The world's leading AI voice cloning and synthesis platform. Clone any voice in seconds, support 30+ languages, with unmatched realism.

Tool

GitHub Copilot

AI coding assistant by GitHub and Microsoft, deeply integrated with VSCode and major IDEs for code completion, explanation, and generation.

Tool

Kimi

AI assistant by Moonshot AI with industry-leading 2M token context window, excellent Chinese comprehension, and no VPN required in China.

Tool

Midjourney

AI image generation tool that creates high-quality artwork and photorealistic images from text descriptions. The industry quality benchmark.

Tool

Notion AI

AI assistant integrated directly into your Notion workspace — write, summarize, translate, and extract insights without leaving your docs.

Tool

Perplexity AI

AI-powered search engine that retrieves real-time information and delivers precise answers with cited sources — a smarter alternative to Google.

Tool

Runway

Professional AI video generation and editing platform. Gen-3 model creates high-quality video from text or images — the go-to tool for creative professionals.

Tool

Stable Diffusion

Open-source, free AI image generation model with local deployment, no censorship limits, and a massive community model ecosystem.

Glossary

Agent Workflow

A repeatable task flow in which an AI agent operates through defined steps, tools, and feedback checkpoints.

Glossary

Coding Agent

An AI agent that can read repos, modify files, run checks, and push development tasks forward across multiple steps.

Glossary

Harness Engineering

An engineering approach for making AI coding agents work reliably through repo entry points, rules, validation, observability, and cleanup loops.

Glossary

Harness Open Source

Harness’s open-source software delivery platform that spans repos, pipelines, Gitspaces, and artifact registries.

Glossary

MCP

Model Context Protocol, an open protocol for connecting models and AI apps to tools, resources, and context.

Glossary

Open Harness

A common search phrasing, but not the main official project name; the official name is Harness Open Source.

Glossary

Prompt Engineering

The practice of improving single-task model outputs through clearer instructions, constraints, roles, and output formats.

Resource

Agent Workflow SOP Starter Pack

A starter pack for turning demo-style agent workflows into stable execution systems with goals, nodes, fallback, and review steps.

Resource

AI Coding Setup Checklist

A reusable checklist for installing AI coding tools, verifying accounts, shell setup, proxies, and final validation.

Resource

AI Project Video Course

Build enterprise-grade AI Agent system from scratch with complete source code and video tutorials.

Resource

AI Tools Checklist

Curated 100+ free AI tools covering chat, coding, image and more scenarios.

Resource

20 Power Prompt Templates (Free)

Ready-to-use prompts for content creation, coding, research, and workplace productivity. Copy, paste, and get better AI outputs immediately.

Skill

Browser Automation Skill

Enables AI agents to automatically control web browsers — performing searches, form filling, data scraping, and more.

Skill

AI Tool Selector

Describe your use case, and get personalized AI tool recommendations with reasons, pricing, and tips.

Skill

Code Review Skill

Automatically reviews code quality, security vulnerabilities, and best practices — supports multiple programming languages.

Skill

Official Doc Finder

Start from official docs, GitHub repos, and download pages before installation or evaluation.

Skill

Prompt Refiner

Restructure rough prompts into clearer goals, constraints, context, and output formats before writing, coding, or summarization tasks.

Skill

Small-Step Collaboration

Make an agent guide users one smallest useful action at a time instead of dumping long checklists. Best for webmaster tools, deployments, console debugging, and onboarding flows.

Project

Claude Code Windows Setup Lab

A reusable setup lab for Claude Code on Windows, covering install, shell choice, proxy troubleshooting, and verification.

Project

ESP32 Voice Assistant

Smart voice assistant project based on ESP32 with offline voice recognition and smart home control.

Project

JSON / XML / YAML Utility Kit

A lightweight browser-based toolkit for common JSON, XML, and YAML formatting and conversion tasks.

Project

OpenClaw Workflow Automation

Enterprise-grade AI workflow automation solution using OpenClaw for efficient business processes.