Herdr Terminal Multiplexer: The Ultimate Guide to Managing Multiple CLI AI Coding Agents
3 hours ago 高效码农Herdr in Practice: The Terminal Multiplexer for Managing Multiple CLI AI Coding Agents If you have ever run Claude Code and Codex side-by-side in your terminal, you know the pain. You are waiting for one to finish, but you are not sure if it is stuck on a confirmation prompt, thinking, or already done. You have to alt-tab through a mess of windows to check. If your SSH connection drops, one of them is gone for good. Herdr solves exactly this set of problems. It is not a new AI model. It does not replace Claude Code or Codex. It …
DeepSeek Harness DSH: A Developer’s Guide to the Plugin-Driven Agent Framework
5 hours ago 高效码农DeepSeek Harness Developer Preview: Running, Configuring, and Lessons Learned DeepSeek recently open‑sourced its Agent Harness framework dsh – a plugin‑driven AI agent framework built on top of Cordis. I spent a couple of days getting it up and running, and also went through the research paper that underpins Cordis. This post walks through the installation, the core concepts you actually need to understand, and a few sharp edges I hit along the way. What Problem Does It Actually Solve? AI agent harnesses tend to become monolithic over time: tool calling, memory, sub‑agent orchestration, permission controls, session state – they all …
Codex DeepSeek Setup Errors: 5 Common Failures and How to Fix Them
11 days ago 高效码农Codex + DeepSeek Setup Failing? Here’s Every Error We Hit (And How to Fix Each One) If you’re routing Codex through CC Switch to run DeepSeek instead of GPT, you’ll likely run into five specific failures, in this order: a curl syntax mistake, a local proxy network mismatch, a provider config gap, an upstream protocol mismatch, and a malformed test request. This guide walks through each one, in the order they actually show up, with the reasoning behind each fix so you can diagnose new variants yourself. Why DeepSeek Doesn’t Just Work With Codex Out of the Box Codex talks …
CodeX Reconnecting 5/5? Fix WebSocket Issues with This Simple HTTP Config Twea
25 days ago 高效码农CodeX Stuck on “Reconnecting 5/5”? Stop Blaming the Model—Here’s How to Skip WebSocket and Go Straight to HTTP You ask CodeX to change one line of code. Instead of editing, it spends 30 seconds showing “Reconnecting 1/5 … 5/5”, then “Thinking…” for a while longer. You stare at the terminal: is it deep in reasoning, or just stalling? It’s neither. The model hasn’t even started. The network layer is busy retrying a path that won’t work—five times, back to back—before it finally falls back to a working connection. Your internet speed isn’t the problem. The culprit is your proxy, …
CodeDrobe Exposed: How to Safely Theme Your Codex Desktop App Without Touching Any Files
28 days ago 高效码农Giving Your Codex Desktop App a Face-Lift: The Complete CodeDrobe Guide OpenAI’s Codex desktop application looks clean out of the box, but staring at the same interface day after day gets monotonous. You want to change up the visuals, but you are understandably wary of breaking the official installation. CodeDrobe is an open-source toolkit built specifically for this. It applies external themes to the Codex app on both macOS and Windows without touching a single underlying file. CodeDrobe Desktop managing Codex custom themes The image below, sourced from Unsplash, captures the kind of focused, immersive atmosphere a good custom theme …
Agent Skills: The Senior Engineer Workflows Your AI Coding Assistant Needs
29 days ago 高效码农Agent Skills: Giving AI Coding Agents the Muscle Memory of a Senior Engineer AI coding assistants can write code fast. What they can’t do reliably is follow a process—write a spec before writing code, add tests before shipping, run security checks before merging. They take the shortest path, and in production, the shortest path is usually the one that breaks. Agent Skills by Addy Osmani is an open-source project that solves this. It encodes the workflows, quality gates, and best practices that senior engineers use into structured “skills” that AI agents can follow consistently. The pack includes 24 skills covering …
Codex AI Engineering Agent: Complete Hands-On Guide from Installation to Real-World Projects
1 months ago 高效码农Codex Orange Paper: A Complete Hands-On Guide from Installation to Real-World Projects This is not a product review. It’s a practical walkthrough based on real project experience. Before We Start This article is distilled from an unofficial open‑source guide to Codex. I’ve stripped out the fluff and kept only what actually helps you get work done. It’s written for two groups of people: Complete beginners who have never used an AI coding tool but want to start – you’ve probably heard that ChatGPT can write code, but you don’t know how to bring it into your real project. Experienced users …
AI Coding Automation 2026: A Practical Guide to Codex and Claude Code Workflows
1 months ago 高效码农2026 AI Coding in Practice: A Practical Guide to Codex and Claude Code Automation If you are not a professional developer, or if repetitive coding tasks eat up a significant portion of your workday, this guide is for you. Today, automation engines like Codex (OpenAI’s desktop AI coding agent) and Claude Code (Anthropic’s command-line tool) are mature enough to handle substantial development work. By connecting external tools through MCP (Model Context Protocol), coordinating multiple agents (subagents), and setting up automated workflows (Skills + Automations + Hooks), you can achieve a “set once, benefit long” setup. With this system in place, …
Open Code Review: The Open Source AI Tool That Finally Makes Code Reviews Reliable
1 months ago 高效码农Tired of Unreliable AI Code Reviews? Try This Open Source Tool from Alibaba Have you ever found that during team code reviews, some basic mistakes keep slipping through? Or when you ask a general-purpose AI coding assistant to review your code, it either skips half the files, reports issues with wrong line numbers, or gives inconsistent results every time? If you’ve used tools like Claude Code for code review, you’ve probably run into these problems. When the changeset is large, the AI tends to take shortcuts and only looks at a subset of files. The line numbers in its comments …
AI Agents Automate WPS Office From Command Line: Complete Guide to cli-anything-wps
1 months ago 高效码农How AI Agents Can Control WPS Office From the Command Line: A Complete Guide to cli-anything-wps Can AI Agents Directly Control Closed-Source Office Software? Yes — as long as the software exposes a programmable interface, and cli-anything-wps proves it. It wraps WPS Office’s COM automation interface into 47 CLI commands, enabling AI agents to perform every WPS operation from the terminal just as they would with open-source tools like GIMP or Blender. For a long time, AI agents’ ability to control desktop software has been confined to a narrow circle. CLI-Anything is an outstanding project in this space — a …
GPT-5.5 vs Claude Fable 5: The 2026 Coding AI Showdown You Can’t Ignore
2 months ago 高效码农GPT-5.5 vs Claude Fable 5: A Practical Guide to Choosing Your 2026 Coding AI When Anthropic released Claude Fable 5, the hottest post on Reddit read: “Fable 5 leaving GPT-5.5 in dust.” Is this genuine technical progress, or just community hype? This article draws on official benchmarks, enterprise field tests, and community feedback to compare the coding capabilities of these two models and help you make an informed decision for your actual work. 1. The 2026 Landscape: Two Giants Face Off Core question this section answers: What major shifts occurred in AI-powered programming in June 2026, and why has the …
Hermes Agent Anthropic Dependency Error: Complete Troubleshooting & Permanent Fix Guide
2 months ago 高效码农Hermes Agent Anthropic Dependency Error: Complete Troubleshooting & Permanent Fix Guide Core Question of This Article Why does Hermes Agent keep throwing anthropic import errors even when Claude models are never activated? How can we resolve this failure thoroughly and standardize the deployment configuration? Many developers encounter a confusing technical issue when deploying Hermes Agent for intelligent automation and Feishu group bot monitoring. They exclusively adopt the Kimi coding model in daily operation and never set up or enable any Anthropic Claude related services, yet the system repeatedly pops up ImportError indicating missing anthropic packages with version requirements higher than …
Deploy Hermes-WebUI on WSL2: The Ultimate Guide to LAN Access & Port Forwarding
2 months ago 高效码农Hermes-WebUI on WSL2: A Practical Guide to Deployment and LAN Access Core Question This Article Answers How do you correctly deploy Hermes-WebUI in a WSL2 environment and make it reliably accessible over a local area network? This is not a simple “how to run a web app” problem. It is a layered system issue involving: Application layer: whether Hermes-WebUI starts correctly Runtime layer: whether WSL2 exposes the service properly Network layer: whether LAN devices can actually reach it Most failures happen at the network layer, not at application startup. 1. System Thinking: The “Backstage Theater” Model Why WSL2 + WebUI …
Local Shared Memory for Multi-Agent AI: Stop Losing Context Between Claude and Codex in 10 Minutes
2 months ago 高效码农Build a Local Shared Memory for Multi‑Agent AI: Stop Losing Context Between Claude and Codex in 10 Minutes Core question of this article: How do you stop each AI agent from forgetting everything the other just did when you switch between Claude Code and Codex? And how can you build a shared memory using nothing but a local folder? I’ve been using Claude Code for a long time. Inside it, a whole ecosystem has grown organically: memory, skills, vault, hooks. These pieces weren’t built overnight—they accumulated over months of daily use. Claude remembers my preferences, my active tasks, my user …
Claude Code Automation: Turn Your AI Chat Tool Into an Autonomous Developer
2 months ago 高效码农From Chat Tool to Automated Employee: A Complete Guide to Claude Code Article cover image You open your terminal, type a command, and the AI responds with code. You say “format it,” and it does. You say “run the tests,” and it does. A month later, you’re still repeating the same conversation. The problem isn’t the AI. The problem is you don’t know what it can do on its own. A lot of people think they’re programming with AI, but they’re really just chatting. The people who really know how to use it have already started letting the AI work …
Gateway.run Restart Loop Fix: Why Hermes Keeps Restarting & How to Stop CPU Spikes
2 months ago 高效码农Why gateway.run Keeps Restarting Automatically: Understanding Hermes Process Replacement, CPU Usage, and Practical Troubleshooting If you are running a Hermes-based Agent or Gateway service, you may eventually encounter a confusing problem: “ You only started the program once, but the logs suggest it keeps restarting. Or perhaps: “ Why did CPU usage suddenly spike? What exactly does gateway run –replace do? Is the service crashing? This article walks through a real diagnostic log and explains what is actually happening when Hermes appears to restart repeatedly. The goal is simple: make the behavior understandable and provide a practical troubleshooting path without …
OpenClaw 2026.5.19 Release: 90+ Stability Fixes You’ll Never See in the UI
2 months ago 高效码农When Your AI Assistant Crashes at 3 AM: The Untold Stability Story Behind OpenClaw 2026.5.19 Core Question: When your conversation with an AI assistant abruptly cuts out due to a minor port error, do you know how many lines of code are working silently in the background to protect your experience? This is not a story about flashy new features. It is about the fixes you will never see on the user interface—the defensive lines of code that prevent the system from crashing exactly when you need it most. In the OpenClaw 2026.5.19 release notes, the “Fixes” section dwarfs the …
Why AI Collaboration Improves: Switch from Markdown to HTML for Claude Code
2 months ago 高效码农Why I Stopped Using Markdown with Claude Code (And Switched to HTML Instead) Core question this article answers: Why does HTML help you collaborate with AI coding assistants more effectively than Markdown? If you’re still using Markdown to talk to AI, write plans, or review code, you might be missing the single most underrated format for AI collaboration today: good old HTML. This isn’t a front-end manifesto. It’s a simple fact I’ve validated over months of working inside Claude Code: when I ask the model to generate HTML instead of Markdown, I read more carefully, understand faster, and act more …
Terminal vs Command Line vs Shell: A Practical Guide for AI Tool Users
2 months ago 高效码农What’s the Difference Between Terminal, Command Line, and Shell? A Practical Guide When setting up AI tools like Claude Code, reading documentation for CodeX, or discussing editors like Cursor, you frequently encounter a specific set of terms. Claude Code’s setup guide tells you to “open your Terminal and type a command.” CodeX offers a “CLI tool” alongside its graphical interface. Cursor is known as an “IDE,” yet you might see people launching it via text commands. If hearing these terms causes a moment of hesitation—where you aren’t quite sure what the other person is referring to or what you are …
AI Coding Agent Orchestration: Mastering Open Source Tools from Solo Assistants to Developer Swarms
2 months ago 高效码农AI Coding Agent Orchestration: A Complete Guide to Open Source Tools & Frameworks A curated collection of the most popular tools and frameworks for orchestrating AI coding agents. Whether you need to run multiple agents in parallel, build a personal AI assistant, or create a swarm of autonomous developers — this guide has you covered. 🚀 Parallel Agent Runners These tools let you run many AI coding agents at the same time, each working on a different task or Git worktree. Perfect for scaling up your development workflow. 1code – UI for Claude Code with local and remote agent execution. …