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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.
How to Use AI Agents: AI Chat Is Not AI Productivity
Knowing how to chat with AI is not the same as using an agent. This article uses Marvis as a simple desktop-agent example and explains how to teach an agent a repeatable workflow, validate the output, and save the process into reusable memory.
AI Is Changing the World: How Ordinary People Can Read the Trend
AI is no longer just a productivity tool. It is moving into work, buying decisions, and learning systems. Ordinary people need to understand AI as a coworker, a customer, and a teacher.
After Exams, Do Not Just Chase Majors: What Children Need In The AI Era
After high-stakes exams, many parents ask whether children should study computer science, math competitions, English, or worry about jobs disappearing. The deeper question is how to build adaptability in an AI-shaped world.
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.
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.
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.
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.
Can Claude Code Still Use DeepSeek? A Windows Test with cc-switch
A practical Windows test of routing Claude Code to DeepSeek with cc-switch, including provider setup, PowerShell ps1 issues, JSON BOM config errors, and verification with status and doctor checks.
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.
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.
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.
Claude Code On Windows PowerShell: Install, PATH, HTTP_PROXY, And Network Fix
Claude Code not working in Windows PowerShell? Check installation state, PATH, HTTP_PROXY, HTTPS_PROXY, terminal sessions, local proxy listeners, and CLI network errors in this practical Windows troubleshooting guide.
Claude Fable 5 Field Test: Verify AI News Before You React
Claude Fable 5 is broadly available while Claude Mythos 5 remains an invitation-only preview. This field test explains what changed, how to read benchmark claims, and how ordinary users can verify AI news before reacting.
CodeWhale accepted our PRs: better coding agents need better harnesses
CodeWhale, formerly DeepSeek-TUI, accepted two Kunpeng AI Lab harness PRs. This post explains why patch-impact metadata and Cargo failure summaries help coding agents rely less on guessing and more on engineering signals.
Codex + Tencent LKEAP 401: Debug the Protocol Path Before the API Key
A practical debugging note on Codex, Tencent LKEAP, OpenAI-compatible endpoints, final request URL shape, and the protocol-path mismatch between Responses API and Chat Completions.
Build an AI Agent in 5 Minutes with Coze? A More Practical Look at Where It Beats Dify
A practical Coze review focused on onboarding speed, templates, plugin workflows, bot-building limits, and the real product differences between Coze and Dify.
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.
Cursor vs Windsurf 2025: Which AI IDE Is Right for You?
A practical comparison of Cursor and Windsurf for AI-assisted coding, covering product philosophy, pricing, real-world workflow fit, large codebases, and developer control.
When DeepSeek Gets Stuck: How a Strong Mentor Model Finds the Real Root Cause
A practical DeepSeek TUI debugging case: how a stronger mentor model traced cargo check logs, found the real root cause, guided correction, and turned the failure into reusable skills.
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.
DeepSeek TUI on Windows: A Practical Look at a Terminal-Native Coding Agent
A practical review of DeepSeek TUI on Windows, covering installation, terminal rendering issues, MCP, LSP diagnostics, session recovery, and why terminal-native coding agents matter.
Don't Use Doubao Only as a Chatbot: 6 Practical AI Workflows for Everyday Users
A practical guide to using Doubao beyond casual chat: clarify tasks, scan contract risks, read images carefully, cross-check claims, capture lessons, and build reusable AI templates.
Feishu CLI Hands-on: Letting Codex Enter a Real Office Workflow
A practical Feishu CLI test: Codex reads the official larksuite/cli repo, installs the tool, waits for human authorization, and sends a Feishu reminder as a real agent workflow.
Fine-Tuning May Reactivate What LLMs Memorized During Pretraining
A new paper and DeepLearning.AI report suggest that fine-tuning can reactivate verbatim recall of copyrighted books in large language models. Here is what AI teams should learn from it.
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.
Want Your Brand Recommended by AI? Start With These GEO Signals
A practical GEO case study on why AI systems recommend certain brands, what public evidence they can read, and how to build clearer brand signals for AI search.
Brand GEO Diagnosis: How to Test What AI Thinks Your Brand Is
Brand GEO should start with diagnosis, not more content. This article uses Kimi and Qianwen to test whether AI recognizes a brand, which sources it relies on, and whether it carries negative or incorrect impressions.
Where Should You Publish GEO Content? A Platform Map Based on AI Citation Sources
Platform selection for GEO is not traffic ranking. It is evidence ranking. This article maps six business scenarios to the platforms and page types AI systems are more likely to use as citation evidence.
Brand GEO Strategy: Position First, Then Create Content
To make AI recommend your brand, do not start with more content. First define your brand labels, design precise recommendation questions, and correct outdated AI understanding.
Desktop GUI vs Terminal TUI: how I choose the right interface for AI coding agents
GUI and TUI workflows solve different problems. This guide explains when AI coding agents need visual context, browser supervision, parallel terminal sessions, and human handoff points.
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.
Marvis Basic Review: More Than a Chat Wrapper, Not Jarvis Yet
A first hands-on look at Marvis: Windows setup, first launch, the main interface, and a small marvis.qq.com task. It feels like more than a chat wrapper, but it still needs harder tests.
How I Make DeepSeek Work Closer to Claude Code in Practice: the Mentor Model Pattern
DeepSeek does not become Claude Code as a single model. This post explains a multi-model mentor workflow where a stronger model plans, supervises, debugs, reviews, and turns failures into reusable skills.
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.
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.
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.
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, Feishu, model providers, local deployment options, and your first self-hosted AI assistant.
Windows Agents Keep Freezing: What We Learned from an OpenClaw Merge and a Hermes Maintainer Reply
A practical engineering postmortem on turning Windows AI agent failures into upstream evidence: OpenClaw merged PR #76024 for transient Windows file locks, while Hermes PR #15846 was not merged but received a maintainer reply that placed the work into a broader Windows support direction.
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.
Did Opus 4.8 Distill Qwen or DeepSeek? We Could Not Reproduce That in This Test
In our May 30, 2026 Claude Code test material, we did not reproduce Opus 4.8 identifying itself as Qwen or DeepSeek. The run also records how Codex helped repair a Claude Code spawn EBUSY upgrade failure.
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.
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.
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.
ChatGPT
OpenAI's large language model chat system supporting text, image, and audio multimodal interaction. The world's most widely used AI tool.
Claude
Anthropic's AI assistant for long-context reasoning, document analysis, coding assistance, research synthesis, careful writing, and safety-focused workflows.
Coze
ByteDance's no-code AI bot building platform. Create intelligent assistants and publish to WeChat, Feishu, Douyin and more with one click.
ElevenLabs
The world's leading AI voice cloning and synthesis platform. Clone any voice in seconds, support 30+ languages, with unmatched realism.
Cursor
AI-native code editor built on VSCode, deeply integrating GPT-4o and Claude for natural language coding, editing, and explanation.
Dify
Open-source AI application development platform. Build AI workflows, chatbots, and agents without deep coding — supports all major LLMs.
GitHub Copilot
AI coding assistant by GitHub and Microsoft, deeply integrated with VSCode and major IDEs for code completion, explanation, and generation.
Kimi
AI assistant by Moonshot AI with industry-leading 2M token context window, excellent Chinese comprehension, and no VPN required in China.
Midjourney
AI image generation tool that creates high-quality artwork and photorealistic images from text descriptions. The industry quality benchmark.
Perplexity AI
AI-powered search engine that retrieves real-time information and delivers precise answers with cited sources — a smarter alternative to Google.
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.
Notion AI
AI assistant integrated directly into your Notion workspace — write, summarize, translate, and extract insights without leaving your docs.
Stable Diffusion
Open-source, free AI image generation model with local deployment, no censorship limits, and a massive community model ecosystem.
Agent Workflow
A repeatable task flow in which an AI agent operates through defined goals, steps, tools, feedback checkpoints, validation signals, and handoff rules.
Coding Agent
An AI agent that can read repos, modify files, run checks, and push development tasks forward across multiple steps.
Harness Engineering
An engineering approach for making AI coding agents work reliably through repo entry points, rules, validation, observability, and cleanup loops.
Harness Open Source
Harness’s open-source software delivery platform that spans repositories, pipelines, Gitspaces, artifact registries, developer workflows, and team automation.
Open Harness
A common search phrasing, but not the main official project name; the official name is Harness Open Source.
MCP
Model Context Protocol is an open protocol for connecting AI models and applications to external tools, resources, files, prompts, and working context.
Prompt Engineering
Prompt engineering improves single-task model outputs through clearer instructions, constraints, roles, examples, output formats, context boundaries, and validation expectations.
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.
AI Coding Setup Checklist
A reusable checklist for installing AI coding tools, verifying accounts, shell setup, proxies, and final validation.
AI Project Video Course
Build enterprise-grade AI Agent system from scratch with complete source code and video tutorials.
AI Tools Checklist
Curated 100+ free AI tools covering chat, coding, image and more scenarios.
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.
Browser Automation Skill
Enables AI agents to automatically control web browsers — performing searches, form filling, data scraping, and more.
Code Review Skill
Automatically reviews code quality, security vulnerabilities, and best practices — supports multiple programming languages.
Official Doc Finder
Start from official docs, GitHub repos, and download pages before installation or evaluation.
AI Tool Selector
Describe your use case, and get personalized AI tool recommendations with reasons, pricing, and tips.
Prompt Refiner
Restructure rough prompts into clearer goals, constraints, context, and output formats before writing, coding, or summarization tasks.
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.
Claude Code Windows Setup Lab
A reusable setup lab for Claude Code on Windows, covering install, shell choice, proxy troubleshooting, and verification.
ESP32 Voice Assistant
Smart voice assistant project based on ESP32 with offline voice recognition and smart home control.
JSON / XML / YAML Utility Kit
A lightweight browser-based toolkit for common JSON, XML, and YAML formatting and conversion tasks.
OpenClaw Workflow Automation
Enterprise-grade AI workflow automation solution using OpenClaw for efficient business processes.
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